Split (2)

train · 2.67k rows

data_source stringclasses 1 value	prompt listlengths 1 1	ability stringclasses 1 value	reward_model.ground_truth.timestamp stringdate 2025-03-24 21:16:32 2025-05-07 20:15:32	reward_model.ground_truth.action stringclasses 4 values	reward_model.ground_truth.action_argument stringlengths 0 117	reward_model.style stringclasses 1 value	answer.timestamp stringdate 2025-03-24 21:16:32 2025-05-07 20:15:32	extra_info.split stringclasses 1 value	extra_info.index int64 0 2.67k	extra_info.answer.timestamp stringdate 2025-03-24 21:16:32 2025-05-07 20:15:32	extra_info.answer.action stringclasses 4 values	extra_info.answer.action_argument stringlengths 0 117	extra_info.question stringlengths 4.02k 83.9k	reward_model dict	extra_info dict
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:29.780Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:32:29.780Z	click	review	rule	2025-04-05T06:32:29.780Z	train	1,100	2025-04-05T06:32:29.780Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:32:29.780Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1100, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:29.780Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:35.196Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:32:35.196Z	click	review	rule	2025-04-05T06:32:35.196Z	train	1,101	2025-04-05T06:32:35.196Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:32:35.196Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1101, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:35.196Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:37.438Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:32:37.438Z	click	review	rule	2025-04-05T06:32:37.438Z	train	1,102	2025-04-05T06:32:37.438Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:32:37.438Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1102, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:37.438Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:42.981Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:32:42.981Z	click	review	rule	2025-04-05T06:32:42.981Z	train	1,103	2025-04-05T06:32:42.981Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:32:42.981Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1103, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:42.981Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:44.151Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:32:44.151Z	click	review	rule	2025-04-05T06:32:44.151Z	train	1,104	2025-04-05T06:32:44.151Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:32:44.151Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1104, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:44.151Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:44.900Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:32:44.900Z	click	review	rule	2025-04-05T06:32:44.900Z	train	1,105	2025-04-05T06:32:44.900Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:32:44.900Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1105, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:44.900Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:49.388Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:32:49.388Z	click	review	rule	2025-04-05T06:32:49.388Z	train	1,106	2025-04-05T06:32:49.388Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:32:49.388Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1106, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:49.388Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:57.613Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:32:57.613Z	click	review	rule	2025-04-05T06:32:57.613Z	train	1,107	2025-04-05T06:32:57.613Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:32:57.613Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1107, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:32:57.613Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:00.156Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:33:00.156Z	click	review	rule	2025-04-05T06:33:00.156Z	train	1,108	2025-04-05T06:33:00.156Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:33:00.156Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1108, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:00.156Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:01.919Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:33:01.919Z	click	review	rule	2025-04-05T06:33:01.919Z	train	1,109	2025-04-05T06:33:01.919Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:33:01.919Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1109, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:01.919Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:03.711Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:33:03.711Z	click	review	rule	2025-04-05T06:33:03.711Z	train	1,110	2025-04-05T06:33:03.711Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:33:03.711Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1110, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:03.711Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:07.806Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:33:07.806Z	click	review	rule	2025-04-05T06:33:07.806Z	train	1,111	2025-04-05T06:33:07.806Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:33:07.806Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1111, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:07.806Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:09.179Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:33:09.179Z	click	review	rule	2025-04-05T06:33:09.179Z	train	1,112	2025-04-05T06:33:09.179Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:33:09.179Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1112, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:09.179Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:10.446Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:33:10.446Z	click	review	rule	2025-04-05T06:33:10.446Z	train	1,113	2025-04-05T06:33:10.446Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:33:10.446Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1113, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:10.446Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:11.901Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:33:11.901Z	click	review	rule	2025-04-05T06:33:11.901Z	train	1,114	2025-04-05T06:33:11.901Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:33:11.901Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1114, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:11.901Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:13.213Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:33:13.213Z	click	review	rule	2025-04-05T06:33:13.213Z	train	1,115	2025-04-05T06:33:13.213Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:33:13.213Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1115, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:13.213Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:16.940Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:33:16.940Z	click	review	rule	2025-04-05T06:33:16.940Z	train	1,116	2025-04-05T06:33:16.940Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:33:16.940Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1116, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:16.940Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:18.651Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:33:18.651Z	click	review	rule	2025-04-05T06:33:18.651Z	train	1,117	2025-04-05T06:33:18.651Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:33:18.651Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1117, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:18.651Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:20.886Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:33:20.886Z	click	review	rule	2025-04-05T06:33:20.886Z	train	1,118	2025-04-05T06:33:20.886Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:33:20.886Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1118, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:20.886Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:25.476Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:33:25.476Z	click	review	rule	2025-04-05T06:33:25.476Z	train	1,119	2025-04-05T06:33:25.476Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:33:25.476Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1119, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:25.476Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:26.698Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:33:26.698Z	click	review	rule	2025-04-05T06:33:26.698Z	train	1,120	2025-04-05T06:33:26.698Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:33:26.698Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1120, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:26.698Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:27.681Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:33:27.681Z	click	review	rule	2025-04-05T06:33:27.681Z	train	1,121	2025-04-05T06:33:27.681Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:33:27.681Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1121, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:27.681Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:40.566Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:33:40.566Z	click	review	rule	2025-04-05T06:33:40.566Z	train	1,122	2025-04-05T06:33:40.566Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:33:40.566Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1122, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:40.566Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:48.697Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:33:48.697Z	click	review	rule	2025-04-05T06:33:48.697Z	train	1,123	2025-04-05T06:33:48.697Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:33:48.697Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1123, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:33:48.697Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:00.501Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:34:00.501Z	click	review	rule	2025-04-05T06:34:00.501Z	train	1,124	2025-04-05T06:34:00.501Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:34:00.501Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1124, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:00.501Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:01.469Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:34:01.469Z	click	review	rule	2025-04-05T06:34:01.469Z	train	1,125	2025-04-05T06:34:01.469Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:34:01.469Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1125, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:01.469Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:02.557Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:34:02.557Z	click	review	rule	2025-04-05T06:34:02.557Z	train	1,126	2025-04-05T06:34:02.557Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:34:02.557Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1126, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:02.557Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:06.295Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:34:06.295Z	click	review	rule	2025-04-05T06:34:06.295Z	train	1,127	2025-04-05T06:34:06.295Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:34:06.295Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1127, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:06.295Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:13.491Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:34:13.491Z	click	review	rule	2025-04-05T06:34:13.491Z	train	1,128	2025-04-05T06:34:13.491Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:34:13.491Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1128, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:13.491Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:15.337Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:34:15.337Z	click	review	rule	2025-04-05T06:34:15.337Z	train	1,129	2025-04-05T06:34:15.337Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:34:15.337Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1129, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:15.337Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:18.404Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:34:18.404Z	click	review	rule	2025-04-05T06:34:18.404Z	train	1,130	2025-04-05T06:34:18.404Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:34:18.404Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1130, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:18.404Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:19.687Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:34:19.687Z	click	review	rule	2025-04-05T06:34:19.687Z	train	1,131	2025-04-05T06:34:19.687Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:34:19.687Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1131, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:19.687Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:20.902Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:34:20.902Z	click	review	rule	2025-04-05T06:34:20.902Z	train	1,132	2025-04-05T06:34:20.902Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:34:20.902Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1132, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:20.902Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:22.192Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:34:22.192Z	click	review	rule	2025-04-05T06:34:22.192Z	train	1,133	2025-04-05T06:34:22.192Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:34:22.192Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1133, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:22.192Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:24.256Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:34:24.256Z	click	review	rule	2025-04-05T06:34:24.256Z	train	1,134	2025-04-05T06:34:24.256Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:34:24.256Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1134, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:24.256Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:26.084Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:34:26.084Z	click	review	rule	2025-04-05T06:34:26.084Z	train	1,135	2025-04-05T06:34:26.084Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:34:26.084Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1135, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:26.084Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:27.337Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:34:27.337Z	click	review	rule	2025-04-05T06:34:27.337Z	train	1,136	2025-04-05T06:34:27.337Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:34:27.337Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1136, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:27.337Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:29.339Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:34:29.339Z	click	review	rule	2025-04-05T06:34:29.339Z	train	1,137	2025-04-05T06:34:29.339Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:34:29.339Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1137, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:29.339Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:31.544Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:34:31.544Z	click	review	rule	2025-04-05T06:34:31.544Z	train	1,138	2025-04-05T06:34:31.544Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:34:31.544Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1138, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:31.544Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:37.327Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:34:37.327Z	click	review	rule	2025-04-05T06:34:37.327Z	train	1,139	2025-04-05T06:34:37.327Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:34:37.327Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1139, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:37.327Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:38.250Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:34:38.250Z	click	review	rule	2025-04-05T06:34:38.250Z	train	1,140	2025-04-05T06:34:38.250Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:34:38.250Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1140, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:38.250Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:39.314Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:34:39.314Z	click	review	rule	2025-04-05T06:34:39.314Z	train	1,141	2025-04-05T06:34:39.314Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:34:39.314Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1141, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:39.314Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:51.600Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:34:51.600Z	click	review	rule	2025-04-05T06:34:51.600Z	train	1,142	2025-04-05T06:34:51.600Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:34:51.600Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1142, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:51.600Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:53.865Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:34:53.865Z	click	review	rule	2025-04-05T06:34:53.865Z	train	1,143	2025-04-05T06:34:53.865Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:34:53.865Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1143, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:34:53.865Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:35:02.955Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:35:02.955Z	click	review	rule	2025-04-05T06:35:02.955Z	train	1,144	2025-04-05T06:35:02.955Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:35:02.955Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1144, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:35:02.955Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:35:04.207Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:35:04.207Z	click	review	rule	2025-04-05T06:35:04.207Z	train	1,145	2025-04-05T06:35:04.207Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:35:04.207Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1145, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:35:04.207Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:35:08.137Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:35:08.137Z	click	review	rule	2025-04-05T06:35:08.137Z	train	1,146	2025-04-05T06:35:08.137Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:35:08.137Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1146, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:35:08.137Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:35:09.593Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:35:09.593Z	click	review	rule	2025-04-05T06:35:09.593Z	train	1,147	2025-04-05T06:35:09.593Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:35:09.593Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1147, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:35:09.593Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:35:19.916Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:35:19.916Z	click	review	rule	2025-04-05T06:35:19.916Z	train	1,148	2025-04-05T06:35:19.916Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:35:19.916Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1148, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:35:19.916Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:35:22.898Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:35:22.898Z	click	review	rule	2025-04-05T06:35:22.898Z	train	1,149	2025-04-05T06:35:22.898Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:35:22.898Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1149, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:35:22.898Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:35:24.525Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T06:35:24.525Z	click	review	rule	2025-04-05T06:35:24.525Z	train	1,150	2025-04-05T06:35:24.525Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DLWGG85P" }, { "title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black" }, { "price": "$124.99" }, { "bullet_list": "CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Model": "ACFRE00180A" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T06:35:24.525Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1150, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLWGG85P\"\n},\n {\n \"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\"\n},\n {\n \"price\": \"$124.99\"\n},\n {\n \"bullet_list\": \"CONTACT FRAME FOR INTEL LGA1851 \| LGA1700: Optimized contact pressure distribution for a longer CPU lifespan and better heat dissipation ARCTICS P12 PRO FAN: More performance at every speed \\u2013 especially more powerful and quieter than the P12 at low speeds. Higher maximum speed for optimal cooling performance under high loads NATIVE OFFSET MOUNTING FOR INTEL AND AMD: Shifting the cold plate center toward the CPU hotspot ensures more efficient heat transfer INTEGRATED VRM FAN: PWM-controlled fan that lowers the temperature of the voltage regulators, ensuring reliable performance INTEGRATED CABLE MANAGEMENT: The PWM cables of the radiator fans are integrated into the sleeve of the tubes, so only a single visible cable connects to the motherboard\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Model\": \"ACFRE00180A\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T06:35:24.525Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:54:23.782Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:54:23.782Z	click	review	rule	2025-04-05T15:54:23.782Z	train	1,151	2025-04-05T15:54:23.782Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:54:23.782Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1151, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:54:23.782Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:54:25.492Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:54:25.492Z	click	review	rule	2025-04-05T15:54:25.492Z	train	1,152	2025-04-05T15:54:25.492Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:54:25.492Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1152, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:54:25.492Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:54:35.467Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:54:35.467Z	click	review	rule	2025-04-05T15:54:35.467Z	train	1,153	2025-04-05T15:54:35.467Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:54:35.467Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1153, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:54:35.467Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:54:37.100Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:54:37.100Z	click	review	rule	2025-04-05T15:54:37.100Z	train	1,154	2025-04-05T15:54:37.100Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:54:37.100Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1154, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:54:37.100Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:54:38.293Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:54:38.293Z	click	review	rule	2025-04-05T15:54:38.293Z	train	1,155	2025-04-05T15:54:38.293Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:54:38.293Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1155, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:54:38.293Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:03.215Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:55:03.215Z	click	review	rule	2025-04-05T15:55:03.215Z	train	1,156	2025-04-05T15:55:03.215Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:55:03.215Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1156, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:03.215Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:06.778Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:55:06.778Z	click	review	rule	2025-04-05T15:55:06.778Z	train	1,157	2025-04-05T15:55:06.778Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:55:06.778Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1157, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:06.778Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:10.356Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:55:10.356Z	click	review	rule	2025-04-05T15:55:10.356Z	train	1,158	2025-04-05T15:55:10.356Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:55:10.356Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1158, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:10.356Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:11.278Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:55:11.278Z	click	review	rule	2025-04-05T15:55:11.278Z	train	1,159	2025-04-05T15:55:11.278Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:55:11.278Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1159, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:11.278Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:13.558Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:55:13.558Z	click	review	rule	2025-04-05T15:55:13.558Z	train	1,160	2025-04-05T15:55:13.558Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:55:13.558Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1160, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:13.558Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:14.465Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:55:14.465Z	click	review	rule	2025-04-05T15:55:14.465Z	train	1,161	2025-04-05T15:55:14.465Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:55:14.465Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1161, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:14.465Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:15.269Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:55:15.269Z	click	review	rule	2025-04-05T15:55:15.269Z	train	1,162	2025-04-05T15:55:15.269Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:55:15.269Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1162, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:15.269Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:16.633Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:55:16.633Z	click	review	rule	2025-04-05T15:55:16.633Z	train	1,163	2025-04-05T15:55:16.633Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:55:16.633Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1163, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:16.633Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:18.561Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:55:18.561Z	click	review	rule	2025-04-05T15:55:18.561Z	train	1,164	2025-04-05T15:55:18.561Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:55:18.561Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1164, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:18.561Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:29.793Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:55:29.793Z	click	other	rule	2025-04-05T15:55:29.793Z	train	1,165	2025-04-05T15:55:29.793Z	click	other	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:55:29.793Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1165, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:29.793Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:32.510Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:55:32.510Z	click	other	rule	2025-04-05T15:55:32.510Z	train	1,166	2025-04-05T15:55:32.510Z	click	other	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:55:32.510Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1166, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:32.510Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:32.967Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:55:32.967Z	click	other	rule	2025-04-05T15:55:32.967Z	train	1,167	2025-04-05T15:55:32.967Z	click	other	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:55:32.967Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1167, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:32.967Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:33.519Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:55:33.519Z	click	other	rule	2025-04-05T15:55:33.519Z	train	1,168	2025-04-05T15:55:33.519Z	click	other	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:55:33.519Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1168, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:33.519Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:34.189Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:55:34.189Z	click	other	rule	2025-04-05T15:55:34.189Z	train	1,169	2025-04-05T15:55:34.189Z	click	other	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:55:34.189Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1169, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:34.189Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:37.392Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:55:37.392Z	click	other	rule	2025-04-05T15:55:37.392Z	train	1,170	2025-04-05T15:55:37.392Z	click	other	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:55:37.392Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1170, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:37.392Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:47.015Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:55:47.015Z	click	other	rule	2025-04-05T15:55:47.015Z	train	1,171	2025-04-05T15:55:47.015Z	click	other	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:55:47.015Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1171, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:47.015Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:48.135Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:55:48.135Z	click	other	rule	2025-04-05T15:55:48.135Z	train	1,172	2025-04-05T15:55:48.135Z	click	other	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:55:48.135Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1172, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:48.135Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:48.680Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:55:48.680Z	click	other	rule	2025-04-05T15:55:48.680Z	train	1,173	2025-04-05T15:55:48.680Z	click	other	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:55:48.680Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1173, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:48.680Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:49.294Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:55:49.294Z	click	other	rule	2025-04-05T15:55:49.294Z	train	1,174	2025-04-05T15:55:49.294Z	click	other	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:55:49.294Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1174, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:49.294Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:49.790Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:55:49.790Z	click	other	rule	2025-04-05T15:55:49.790Z	train	1,175	2025-04-05T15:55:49.790Z	click	other	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:55:49.790Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1175, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:49.790Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:57.679Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:55:57.679Z	click	other	rule	2025-04-05T15:55:57.679Z	train	1,176	2025-04-05T15:55:57.679Z	click	other	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:55:57.679Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1176, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:57.679Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:59.505Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:55:59.505Z	click	other	rule	2025-04-05T15:55:59.505Z	train	1,177	2025-04-05T15:55:59.505Z	click	other	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:55:59.505Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1177, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:55:59.505Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:56:18.687Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:56:18.687Z	click	other	rule	2025-04-05T15:56:18.687Z	train	1,178	2025-04-05T15:56:18.687Z	click	other	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:56:18.687Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1178, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:56:18.687Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:56:19.265Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:56:19.265Z	click	other	rule	2025-04-05T15:56:19.265Z	train	1,179	2025-04-05T15:56:19.265Z	click	other	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:56:19.265Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1179, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:56:19.265Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:56:19.918Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:56:19.918Z	click	other	rule	2025-04-05T15:56:19.918Z	train	1,180	2025-04-05T15:56:19.918Z	click	other	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:56:19.918Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1180, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:56:19.918Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:56:23.779Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:56:23.779Z	click	other	rule	2025-04-05T15:56:23.779Z	train	1,181	2025-04-05T15:56:23.779Z	click	other	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:56:23.779Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1181, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:56:23.779Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:56:24.612Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:56:24.612Z	click	other	rule	2025-04-05T15:56:24.612Z	train	1,182	2025-04-05T15:56:24.612Z	click	other	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99HTD3B" }, { "title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$79.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Size": "Micro-ATX\|Mesh" }, { "Style": "AP201\|White" }, { "Pattern": "Chassis" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:56:24.612Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1182, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99HTD3B\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$79.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Micro-ATX\|Mesh\"\n},\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Pattern\": \"Chassis\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:56:24.612Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"asus ap201 sfx holder\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"search_results\": [\n {\"title\": \"BoxWave Stylus Pouch Compatible with ASUS ROG Flow Z13 (2022) - Stylus PortaPouch, Stylus Holder Carrier Portable Self-Adhesive for ASUS ROG Flow Z13 (2022) - Jet Black\", \"asin\": \"B09S87SC54\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6 Only 15 left in stock - order soon.\"},\n {\"title\": \"ASUS Prime AP201 33-Liter MicroATX White case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\", \"asin\": \"B0B99J7T35\", \"price\": \"$75.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"BoxWave Stylus Pouch Compatible with ASUS ZenBook Pro Duo (UX581GV) - Stylus PortaPouch, Stylus Holder Carrier Portable Self-Adhesive for ASUS ZenBook Pro Duo (UX581GV) - Jet Black\", \"asin\": \"B08ZCF9765\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Only 12 left in stock - order soon.\"},\n {\"title\": \"Wall Mount Holder for ASUS ZenWiFi AX AC (XT8 CT8 XT9) Whole-Home Tri-Band Mesh System WiFi 6 System Wall Bracket Hanger Stand Compatible with ASUS ZenWiFi AX AC (White 1Pack)\", \"asin\": \"B08MW6GVY4\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Wall Mount Holder for ASUS ZenWiFi AX Whole-Home Tri-Band Mesh WiFi 6 System (XT8)(CT8)(XT9) AC300, Wall Bracket Hanger Stand with Holder Compatible with ASUS ZenWiFi AX WiFi 6 (1-Pack, White)\", \"asin\": \"B08MPQXMQJ\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n {\"title\": \"Wall Mount Holder for ASUS ZenWiFi AX Whole-Home Tri-Band Mesh WiFi 6 System (XT8)(CT8)(XT9),Simple and Sturdy Wall Mount Holder Stand Bracket by HOLACA (2 Pack, White)\", \"asin\": \"B08MDTRXSY\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7 Only 7 left in stock - order soon.\"},\n {\"title\": \"ASUS Prime AP201 TG is a Stylish 33-Liter MicroATX case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, Tempered Glass Panel\", \"asin\": \"B0BVKZ6P9C\", \"price\": \"$150.43\", \"delivery\": \"FREE delivery Tue, Apr 8 Only 1 left in stock - order soon.\"},\n {\"title\": \"ASUS Prime AP201 is a stylish 33-liter MicroATX case with tool-free side panels and a quasi-filter mesh, with support for 360 mm coolers, graphics cards up to 338 mm long, and standard ATX PSUs\", \"asin\": \"B0B7F8C35R\"},\n {\"title\": \"Camera Desktop Mount Stand Base Support Base for DJI Osmo Pocket 3 Creator Combo Stable Bracket Support Adapter Camera Mount Camera Accessories (Non-Slip Base(2.5 inch))\", \"asin\": \"B0DXVRKFK4\", \"price\": \"$5.28\", \"delivery\": \"FREE delivery Tue, Apr 8 Only 20 left in stock - order soon.\"},\n {\"title\": \"Monzlteck Universal Under Desk Storage Mount for Xbox Series S, Xbox One S/X,Xbox 360,PS4 Slim/pro,Compatible with CPU,UPS,Small Form Factor Desktop Tower, Mini pc\", \"asin\": \"B0BLSTX8XZ\", \"price\": \"$21.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Monzlteck Adjustable Electronic Device Wall Mount\|Universal Holder for Small Computers, Gaming Consoles\\uff08Xbox 360\\uff0cXbox One, PS4\\uff09\\uff0cMini PC\\uff0cSmall Form Factor Desktop Tower, UPS .Fits 1.6\\\" to 3.8\\\" Width\", \"asin\": \"B0D8ZDQ9TX\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n {\"title\": \"Monzlteck Wall Mount for Xbox One X (Not Fit for One Original)\\uff0cAll Metal Vertical Hanging On Wall with Power Botton Left/Right,Wall Shelf Bracket for X1X\", \"asin\": \"B09KM3Z765\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:57:32.385Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:57:32.385Z	click_product	B0B99J7T35	rule	2025-04-05T15:57:32.385Z	train	1,183	2025-04-05T15:57:32.385Z	click_product	B0B99J7T35	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "asus ap201 sfx holder" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "search_results": [ {"title": "BoxWave Stylus Pouch Compatible with ASUS ROG Flow Z13 (2022) - Stylus PortaPouch, Stylus Holder Carrier Portable Self-Adhesive for ASUS ROG Flow Z13 (2022) - Jet Black", "asin": "B09S87SC54", "price": "$7.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 6 Only 15 left in stock - order soon."}, {"title": "ASUS Prime AP201 33-Liter MicroATX White case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs", "asin": "B0B99J7T35", "price": "$75.99", "delivery": " Two-Day FREE delivery Mon, Apr 7"}, {"title": "BoxWave Stylus Pouch Compatible with ASUS ZenBook Pro Duo (UX581GV) - Stylus PortaPouch, Stylus Holder Carrier Portable Self-Adhesive for ASUS ZenBook Pro Duo (UX581GV) - Jet Black", "asin": "B08ZCF9765", "price": "$7.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 6 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Only 12 left in stock - order soon."}, {"title": "Wall Mount Holder for ASUS ZenWiFi AX AC (XT8 CT8 XT9) Whole-Home Tri-Band Mesh System WiFi 6 System Wall Bracket Hanger Stand Compatible with ASUS ZenWiFi AX AC (White 1Pack)", "asin": "B08MW6GVY4", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"}, {"title": "Wall Mount Holder for ASUS ZenWiFi AX Whole-Home Tri-Band Mesh WiFi 6 System (XT8)(CT8)(XT9) AC300, Wall Bracket Hanger Stand with Holder Compatible with ASUS ZenWiFi AX WiFi 6 (1-Pack, White)", "asin": "B08MPQXMQJ", "price": "$17.99", "delivery": "FREE delivery Tue, Apr 8"}, {"title": "Wall Mount Holder for ASUS ZenWiFi AX Whole-Home Tri-Band Mesh WiFi 6 System (XT8)(CT8)(XT9),Simple and Sturdy Wall Mount Holder Stand Bracket by HOLACA (2 Pack, White)", "asin": "B08MDTRXSY", "price": "$27.99", "delivery": " Two-Day FREE delivery Mon, Apr 7 Only 7 left in stock - order soon."}, {"title": "ASUS Prime AP201 TG is a Stylish 33-Liter MicroATX case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, Tempered Glass Panel", "asin": "B0BVKZ6P9C", "price": "$150.43", "delivery": "FREE delivery Tue, Apr 8 Only 1 left in stock - order soon."}, {"title": "ASUS Prime AP201 is a stylish 33-liter MicroATX case with tool-free side panels and a quasi-filter mesh, with support for 360 mm coolers, graphics cards up to 338 mm long, and standard ATX PSUs", "asin": "B0B7F8C35R"}, {"title": "Camera Desktop Mount Stand Base Support Base for DJI Osmo Pocket 3 Creator Combo Stable Bracket Support Adapter Camera Mount Camera Accessories (Non-Slip Base(2.5 inch))", "asin": "B0DXVRKFK4", "price": "$5.28", "delivery": "FREE delivery Tue, Apr 8 Only 20 left in stock - order soon."}, {"title": "Monzlteck Universal Under Desk Storage Mount for Xbox Series S, Xbox One S/X,Xbox 360,PS4 Slim/pro,Compatible with CPU,UPS,Small Form Factor Desktop Tower, Mini pc", "asin": "B0BLSTX8XZ", "price": "$21.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 6 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"}, {"title": "Monzlteck Adjustable Electronic Device Wall Mount\|Universal Holder for Small Computers, Gaming Consoles\uff08Xbox 360\uff0cXbox One, PS4\uff09\uff0cMini PC\uff0cSmall Form Factor Desktop Tower, UPS .Fits 1.6\" to 3.8\" Width", "asin": "B0D8ZDQ9TX", "price": "$23.99", "delivery": "FREE delivery Tue, Apr 8"}, {"title": "Monzlteck Wall Mount for Xbox One X (Not Fit for One Original)\uff0cAll Metal Vertical Hanging On Wall with Power Botton Left/Right,Wall Shelf Bracket for X1X", "asin": "B09KM3Z765", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:57:32.385Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click_product</answer_action><answer_argument>B0B99J7T35</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click_product</answer_action><answer_argument>B0B99J7T35</answer_argument>", "index": 1183, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"asus ap201 sfx holder\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"search_results\": [\n {\"title\": \"BoxWave Stylus Pouch Compatible with ASUS ROG Flow Z13 (2022) - Stylus PortaPouch, Stylus Holder Carrier Portable Self-Adhesive for ASUS ROG Flow Z13 (2022) - Jet Black\", \"asin\": \"B09S87SC54\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6 Only 15 left in stock - order soon.\"},\n {\"title\": \"ASUS Prime AP201 33-Liter MicroATX White case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\", \"asin\": \"B0B99J7T35\", \"price\": \"$75.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"BoxWave Stylus Pouch Compatible with ASUS ZenBook Pro Duo (UX581GV) - Stylus PortaPouch, Stylus Holder Carrier Portable Self-Adhesive for ASUS ZenBook Pro Duo (UX581GV) - Jet Black\", \"asin\": \"B08ZCF9765\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Only 12 left in stock - order soon.\"},\n {\"title\": \"Wall Mount Holder for ASUS ZenWiFi AX AC (XT8 CT8 XT9) Whole-Home Tri-Band Mesh System WiFi 6 System Wall Bracket Hanger Stand Compatible with ASUS ZenWiFi AX AC (White 1Pack)\", \"asin\": \"B08MW6GVY4\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Wall Mount Holder for ASUS ZenWiFi AX Whole-Home Tri-Band Mesh WiFi 6 System (XT8)(CT8)(XT9) AC300, Wall Bracket Hanger Stand with Holder Compatible with ASUS ZenWiFi AX WiFi 6 (1-Pack, White)\", \"asin\": \"B08MPQXMQJ\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n {\"title\": \"Wall Mount Holder for ASUS ZenWiFi AX Whole-Home Tri-Band Mesh WiFi 6 System (XT8)(CT8)(XT9),Simple and Sturdy Wall Mount Holder Stand Bracket by HOLACA (2 Pack, White)\", \"asin\": \"B08MDTRXSY\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7 Only 7 left in stock - order soon.\"},\n {\"title\": \"ASUS Prime AP201 TG is a Stylish 33-Liter MicroATX case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, Tempered Glass Panel\", \"asin\": \"B0BVKZ6P9C\", \"price\": \"$150.43\", \"delivery\": \"FREE delivery Tue, Apr 8 Only 1 left in stock - order soon.\"},\n {\"title\": \"ASUS Prime AP201 is a stylish 33-liter MicroATX case with tool-free side panels and a quasi-filter mesh, with support for 360 mm coolers, graphics cards up to 338 mm long, and standard ATX PSUs\", \"asin\": \"B0B7F8C35R\"},\n {\"title\": \"Camera Desktop Mount Stand Base Support Base for DJI Osmo Pocket 3 Creator Combo Stable Bracket Support Adapter Camera Mount Camera Accessories (Non-Slip Base(2.5 inch))\", \"asin\": \"B0DXVRKFK4\", \"price\": \"$5.28\", \"delivery\": \"FREE delivery Tue, Apr 8 Only 20 left in stock - order soon.\"},\n {\"title\": \"Monzlteck Universal Under Desk Storage Mount for Xbox Series S, Xbox One S/X,Xbox 360,PS4 Slim/pro,Compatible with CPU,UPS,Small Form Factor Desktop Tower, Mini pc\", \"asin\": \"B0BLSTX8XZ\", \"price\": \"$21.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Monzlteck Adjustable Electronic Device Wall Mount\|Universal Holder for Small Computers, Gaming Consoles\\uff08Xbox 360\\uff0cXbox One, PS4\\uff09\\uff0cMini PC\\uff0cSmall Form Factor Desktop Tower, UPS .Fits 1.6\\\" to 3.8\\\" Width\", \"asin\": \"B0D8ZDQ9TX\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n {\"title\": \"Monzlteck Wall Mount for Xbox One X (Not Fit for One Original)\\uff0cAll Metal Vertical Hanging On Wall with Power Botton Left/Right,Wall Shelf Bracket for X1X\", \"asin\": \"B09KM3Z765\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:57:32.385Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"asus ap201 sfx holder\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99J7T35\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX White case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$75.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build. Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"AP201\|Black\"\n},\n {\n \"Size\": \"Micro-ATX\|Tempered Glass\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:57:38.423Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:57:38.423Z	click	product_option	rule	2025-04-05T15:57:38.423Z	train	1,184	2025-04-05T15:57:38.423Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "asus ap201 sfx holder" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0B99J7T35" }, { "title": "ASUS Prime AP201 33-Liter MicroATX White case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs" }, { "price": "$75.99" }, { "bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build. Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1 " } ], "product_options": [ { "Style": "AP201\|Black" }, { "Size": "Micro-ATX\|Tempered Glass" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:57:38.423Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 1184, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"asus ap201 sfx holder\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B99J7T35\"\n},\n {\n \"title\": \"ASUS Prime AP201 33-Liter MicroATX White case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"\n},\n {\n \"price\": \"$75.99\"\n},\n {\n \"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build. Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"AP201\|Black\"\n},\n {\n \"Size\": \"Micro-ATX\|Tempered Glass\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:57:38.423Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"asus ap201 sfx holder\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0C5LK9L62\"\n},\n {\n \"title\": \"ASUS Prime AP201 Black MicroATX Supports 338mm Graphics Cards, 360mm Coolers, Standard ATX PSUs, Tool-Free Side Panels, Tempered Glass Front Panel, USB Type-C\"\n},\n {\n \"price\": \"$84.99\"\n},\n {\n \"bullet_list\": \"Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Panels with Tempered Glass Side: See or work on your machine easily with a simple yet secure clip mechanism allowing side panels to be easily removed and resistant to accidental dislodging. Sizable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight. Front Panel USB Type-C Support: The front panel of the AP201 features a USB 3.2 Gen 2 Type-C port, so users can enjoy transfer speeds of up to 10 Gbps.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Size\": \"Micro-ATX\|Tempered Glass\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:58:01.291Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-05T15:58:01.291Z	click	product_option	rule	2025-04-05T15:58:01.291Z	train	1,185	2025-04-05T15:58:01.291Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "asus ap201 sfx holder" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0C5LK9L62" }, { "title": "ASUS Prime AP201 Black MicroATX Supports 338mm Graphics Cards, 360mm Coolers, Standard ATX PSUs, Tool-Free Side Panels, Tempered Glass Front Panel, USB Type-C" }, { "price": "$84.99" }, { "bullet_list": "Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Panels with Tempered Glass Side: See or work on your machine easily with a simple yet secure clip mechanism allowing side panels to be easily removed and resistant to accidental dislodging. Sizable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight. Front Panel USB Type-C Support: The front panel of the AP201 features a USB 3.2 Gen 2 Type-C port, so users can enjoy transfer speeds of up to 10 Gbps." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1" } ], "product_options": [ { "Style": "AP201\|White" }, { "Size": "Micro-ATX\|Tempered Glass" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-05T15:58:01.291Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 1185, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"asus ap201 sfx holder\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0C5LK9L62\"\n},\n {\n \"title\": \"ASUS Prime AP201 Black MicroATX Supports 338mm Graphics Cards, 360mm Coolers, Standard ATX PSUs, Tool-Free Side Panels, Tempered Glass Front Panel, USB Type-C\"\n},\n {\n \"price\": \"$84.99\"\n},\n {\n \"bullet_list\": \"Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Panels with Tempered Glass Side: See or work on your machine easily with a simple yet secure clip mechanism allowing side panels to be easily removed and resistant to accidental dislodging. Sizable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight. Front Panel USB Type-C Support: The front panel of the AP201 features a USB 3.2 Gen 2 Type-C port, so users can enjoy transfer speeds of up to 10 Gbps.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"AP201\|White\"\n},\n {\n \"Size\": \"Micro-ATX\|Tempered Glass\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T15:58:01.291Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T01:15:36.138Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-06T01:15:36.138Z	input	4090	rule	2025-04-06T01:15:36.138Z	train	1,186	2025-04-06T01:15:36.138Z	input	4090	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} <\|memory_end\|> <\|action_start\|> <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T01:15:36.138Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>input</answer_action><answer_argument>4090</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>input</answer_action><answer_argument>4090</answer_argument>", "index": 1186, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T01:15:36.138Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"5090\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"search_results\": [\n {\"title\": \"Panorama XL RTX 5090 Gaming Desktop PC - AMD Ryzen 9 9950X3D, 192GB DDR5 RAM, 4TB NVMe 990 Pro Gen4 SSD, 10TB HDD, WiFi 6E + BT, HDMI, Windows 11 Pro - Best 2025 RGB Prebuilt Tower Computer for Gamers\", \"asin\": \"B0DVMG26JY\", \"price\": \"$7,199.99\", \"delivery\": \"FREE delivery Apr 12 - 15\"},\n {\"title\": \"MPG Velox by MSI Gaming Desktop (NVD GeForce RTX 5090 AMD 8-Core Ryzen 7 9800X3D Processor, 96GB DDR5 RAM, 2x2TB Gen4 NVMe SSD, WiFi, Windows 11 Pro) Liquid Cooled Gamer PC Computer\", \"asin\": \"B0DVTC9SHP\", \"price\": \"$6,299.99\", \"delivery\": \"FREE delivery Apr 12 - 15\"},\n {\"title\": \"MSI GeForce RTX 5090 32G Gaming Trio OC \\u2014 32GB GDDR7 (28Gbps/512-bit), PCIe 5X 16, Boost: 2482MHz, HDMI 2.1b, DisplayPort 2.1b\", \"asin\": \"B0DT6Q3BXM\", \"price\": \"$4,054.99\", \"delivery\": \"FREE delivery Fri, Apr 11 Or fastest delivery Apr 8 - 9 Only 1 left in stock - order soon.\"},\n {\"title\": \"ASUS ROG Astral GeForce RTX\\u2122 5090 OC Edition Gaming Graphics Card (PCIe\\u00ae 5.0, 32GB GDDR7, HDMI\\u00ae/DP 2.1, 3.8-Slot, 4-Fan Design, Axial-tech Fans, Patented Vapor Chamber, Phase-Change GPU Thermal pad)\", \"asin\": \"B0DS2WQZ2M\"},\n {\"title\": \"Nvidia GeForce RTX 5090 Founders Edition\", \"asin\": \"B0DYDY8KSC\", \"price\": \"$4,000.00\", \"delivery\": \"FREE delivery Mon, Apr 14 Or fastest delivery Apr 8 - 9 Only 18 left in stock - order soon.\"},\n {\"title\": \"PNY GeForce RTX\\u2122 4090 24GB Verto\\u2122 Triple Fan Graphics Card DLSS 3 (384-bit PCIe 4.0, GDDR6X, Supports 4k, Anti-Sag Bracket, HDMI/DisplayPort)\", \"asin\": \"B0BHBTJ2X2\", \"price\": \"$2,925.00\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n {\"title\": \"PNY GeForce RTX 5090 Triple Fan GPU\", \"asin\": \"B0F2PV42RL\", \"price\": \"$3,999.00\", \"delivery\": \"FREE delivery Wed, Apr 9 Or fastest delivery Tue, Apr 8 Only 1 left in stock - order soon.\"},\n {\"title\": \"Gigabyte AORUS GeForce RTX 5090 Master 32G Graphics Card - 32 GB GDDR7, 512 Bit, PCI-E 5.0, 2655MHz Base Frequency, 3 x DP 2.1a, 1 x HDMI 2.1b, GV-N5090AORUS M-32GD\", \"asin\": \"B0DT9YQR11\", \"price\": \"$4,183.97\", \"delivery\": \"$7.99 delivery Apr 11 - 25 Or fastest delivery Apr 9 - 15 Only 2 left in stock - order soon.\"},\n {\"title\": \"GPU Support Bracket, 2.75-4.52Inch GPU Sag Bracket with Non-Slip Sheet, GPU Holder for Prevent Graphics Card Sag (Black)\", \"asin\": \"B0B2WCTGFV\", \"price\": \"$9.98\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"ASUS TUF Gaming GeForce RTX \\u2122 5070 12GB GDDR7 OC Edition Gaming Graphics Card (PCIe\\u00ae 5.0, HDMI\\u00ae/DP 2.1, 3.125-slot, Military-Grade Components, Protective PCB Coating, axial-tech Fans)\", \"asin\": \"B0DS6S98ZF\", \"price\": \"$739.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n {\"title\": \"MSI GeForce RTX 5090 32G Vanguard SOC Launch Edition Graphics Card VD8998\", \"asin\": \"B0DT6RMFLK\", \"price\": \"$4,019.99\", \"delivery\": \"FREE delivery Fri, Apr 11\"},\n {\"title\": \"Mantis V2 Gaming Desktop PC - (NVIDIA GeForce RTX 5090, Intel 24-Core i9-14900KF Processor, 192GB DDR5 RAM, 4TB NVMe 990 Pro Gen4 SSD, 10TB HDD, WiFi 6E, Windows 11 Pro) - Prebuilt RGB Gamer omputer\", \"asin\": \"B0DW9GN55Y\", \"price\": \"$6,449.99\", \"delivery\": \"FREE delivery Apr 12 - 15\"},\n {\"title\": \"ASUS ROG Herculx Graphics Card Anti-Sag Holder Bracket (Solid Zinc Alloy Construction, Easy Toolless Installation, Included Spirit Level, Adjustable Height, Wide Compatibility, Aura Sync RGB)\", \"asin\": \"B0B173F6RM\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Gigabyte AORUS GeForce RTX 5080 Master ICE 16G Graphics Card - 16GB GDDR7, 256 Bit, PCI-E 5.0, 2805MHz Core Clock, 3 x DP 2.1a, 1 x HDMI 2.1b, NVIDIA DLSS 4, GV-N5080AORUSM ICE-16GD\", \"asin\": \"B0DT9YQ2Q1\", \"price\": \"$2,136.99\", \"delivery\": \"FREE delivery Apr 9 - 10 Or fastest delivery Tue, Apr 8 Only 1 left in stock - order soon.\"},\n {\"title\": \"MSI VGA GEFORCE RTX 5080 16G Ventus 3X OC Plus RTX5080 16GB GDRR7 256 B DX12 PCIE 5.0 X16 (3XDP 1XHDMI)\", \"asin\": \"B0BSN91TGK\", \"price\": \"$1,999.99\", \"delivery\": \"FREE delivery Wed, Apr 9 Or fastest delivery Tue, Apr 8 Only 1 left in stock - order soon.\"},\n {\"title\": \"Skytech Legacy Gaming PC Desktop, Ryzen 9 9950X3D 4.3 GHz (5.7GHz Turbo Boost), NVIDIA RTX 5090 32GB GDDR7, 2TB Gen5 SSD, 64GB DDR5 RAM 6000 RGB, 1200W Gold ATX 3.0 PSU, 420mm ARGB AIO, Wi-Fi, Win 11\", \"asin\": \"B0DTYCPM5Y\", \"price\": \"$5,249.99\", \"delivery\": \"FREE delivery Apr 16 - 21\"},\n {\"title\": \"Panorama XL RTX 5090 Gaming Desktop - Intel Core Ultra 9 285K, 96GB DDR5 5600 RAM, 2x2TB NVMe Gen4 SSD, WiFi 7 + BT 5.4, HDMI, RJ45, Windows 11 Pro - Best 2024 RGB Prebuilt Tower Computer for Gamers\", \"asin\": \"B0DVMSZ4Z5\", \"price\": \"$6,499.99\", \"delivery\": \"FREE delivery Apr 12 - 15\"},\n {\"title\": \"GPU Support Bracket, Graphics Card Support, GPU Brace, Video Card Holder Bracket with Bottom Adhesive, GPU Stand, Adjustable Anti Sag GPU Stand 35-120mm, Support GPU 4090 Thickness Support up to 75mm\", \"asin\": \"B0C99BH9KT\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Panorama XL RTX 5090 Gaming Desktop PC - AMD Ryzen 9 9950X3D, 192GB DDR5 RAM, 4TB NVMe 990 Pro Gen4 SSD, 10TB HDD, WiFi 6E + BT, HDMI, Windows 11 Pro - Best 2025 RGB Prebuilt Tower Computer for Gamers\", \"asin\": \"B0DVMG26JY\", \"price\": \"$7,199.99\", \"delivery\": \"FREE delivery Apr 12 - 15\"},\n {\"title\": \"ASUS NVIDIA GeForce RTX 5080 Video Card 16GB GDDR7 PCI Express 5.0 / TUF-RTX5080-O16G-GAMING\", \"asin\": \"B0DTY4H1CB\", \"price\": \"$1,799.00\", \"delivery\": \"FREE delivery Apr 15 - 16 Or fastest delivery Tue, Apr 8\"},\n {\"title\": \"CyberPower CP1500PFCLCD PFC Sinewave UPS System, 1500VA/1000W, 12 Outlets, AVR, Mini Tower,Black\", \"asin\": \"B00429N19W\", \"price\": \"$219.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"ABS Eurus Aqua Gaming PC - Windows 11 Home - Intel Core Ultra 9 285K - GeForce RTX 5090-32GB DDR5 6000-2TB PCIe 4.0 x4 SSD - EA285K50903\", \"asin\": \"B0F3GX4278\", \"price\": \"$4,999.99\", \"delivery\": \"FREE delivery Tue, Apr 15 Or fastest delivery Wed, Apr 9 Only 8 left in stock - order soon.\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T01:16:37.956Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-06T01:16:37.956Z	click_product	B0DYDY8KSC	rule	2025-04-06T01:16:37.956Z	train	1,187	2025-04-06T01:16:37.956Z	click_product	B0DYDY8KSC	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": 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order soon."}, {"title": "Skytech Legacy Gaming PC Desktop, Ryzen 9 9950X3D 4.3 GHz (5.7GHz Turbo Boost), NVIDIA RTX 5090 32GB GDDR7, 2TB Gen5 SSD, 64GB DDR5 RAM 6000 RGB, 1200W Gold ATX 3.0 PSU, 420mm ARGB AIO, Wi-Fi, Win 11", "asin": "B0DTYCPM5Y", "price": "$5,249.99", "delivery": "FREE delivery Apr 16 - 21"}, {"title": "Panorama XL RTX 5090 Gaming Desktop - Intel Core Ultra 9 285K, 96GB DDR5 5600 RAM, 2x2TB NVMe Gen4 SSD, WiFi 7 + BT 5.4, HDMI, RJ45, Windows 11 Pro - Best 2024 RGB Prebuilt Tower Computer for Gamers", "asin": "B0DVMSZ4Z5", "price": "$6,499.99", "delivery": "FREE delivery Apr 12 - 15"}, {"title": "GPU Support Bracket, Graphics Card Support, GPU Brace, Video Card Holder Bracket with Bottom Adhesive, GPU Stand, Adjustable Anti Sag GPU Stand 35-120mm, Support GPU 4090 Thickness Support up to 75mm", "asin": "B0C99BH9KT", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"}, {"title": "Panorama XL RTX 5090 Gaming Desktop PC - AMD Ryzen 9 9950X3D, 192GB DDR5 RAM, 4TB NVMe 990 Pro Gen4 SSD, 10TB HDD, WiFi 6E + BT, HDMI, Windows 11 Pro - Best 2025 RGB Prebuilt Tower Computer for Gamers", "asin": "B0DVMG26JY", "price": "$7,199.99", "delivery": "FREE delivery Apr 12 - 15"}, {"title": "ASUS NVIDIA GeForce RTX 5080 Video Card 16GB GDDR7 PCI Express 5.0 / TUF-RTX5080-O16G-GAMING", "asin": "B0DTY4H1CB", "price": "$1,799.00", "delivery": "FREE delivery Apr 15 - 16 Or fastest delivery Tue, Apr 8"}, {"title": "CyberPower CP1500PFCLCD PFC Sinewave UPS System, 1500VA/1000W, 12 Outlets, AVR, Mini Tower,Black", "asin": "B00429N19W", "price": "$219.95", "delivery": " Two-Day FREE delivery Mon, Apr 7"}, {"title": "ABS Eurus Aqua Gaming PC - Windows 11 Home - Intel Core Ultra 9 285K - GeForce RTX 5090-32GB DDR5 6000-2TB PCIe 4.0 x4 SSD - EA285K50903", "asin": "B0F3GX4278", "price": "$4,999.99", "delivery": "FREE delivery Tue, Apr 15 Or fastest delivery Wed, Apr 9 Only 8 left in stock - order soon."} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T01:16:37.956Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click_product</answer_action><answer_argument>B0DYDY8KSC</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click_product</answer_action><answer_argument>B0DYDY8KSC</answer_argument>", "index": 1187, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"5090\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"search_results\": [\n {\"title\": \"Panorama XL RTX 5090 Gaming Desktop PC - AMD Ryzen 9 9950X3D, 192GB DDR5 RAM, 4TB NVMe 990 Pro Gen4 SSD, 10TB HDD, WiFi 6E + BT, HDMI, Windows 11 Pro - Best 2025 RGB Prebuilt Tower Computer for Gamers\", \"asin\": \"B0DVMG26JY\", \"price\": \"$7,199.99\", \"delivery\": \"FREE delivery Apr 12 - 15\"},\n {\"title\": \"MPG Velox by MSI Gaming Desktop (NVD GeForce RTX 5090 AMD 8-Core Ryzen 7 9800X3D Processor, 96GB DDR5 RAM, 2x2TB Gen4 NVMe SSD, WiFi, Windows 11 Pro) Liquid Cooled Gamer PC Computer\", \"asin\": \"B0DVTC9SHP\", \"price\": \"$6,299.99\", \"delivery\": \"FREE delivery Apr 12 - 15\"},\n {\"title\": \"MSI GeForce RTX 5090 32G Gaming Trio OC \\u2014 32GB GDDR7 (28Gbps/512-bit), PCIe 5X 16, Boost: 2482MHz, HDMI 2.1b, DisplayPort 2.1b\", \"asin\": \"B0DT6Q3BXM\", \"price\": \"$4,054.99\", \"delivery\": \"FREE delivery Fri, Apr 11 Or fastest delivery Apr 8 - 9 Only 1 left in stock - order soon.\"},\n {\"title\": \"ASUS ROG Astral GeForce RTX\\u2122 5090 OC Edition Gaming Graphics Card (PCIe\\u00ae 5.0, 32GB GDDR7, HDMI\\u00ae/DP 2.1, 3.8-Slot, 4-Fan Design, Axial-tech Fans, Patented Vapor Chamber, Phase-Change GPU Thermal pad)\", \"asin\": \"B0DS2WQZ2M\"},\n {\"title\": \"Nvidia GeForce RTX 5090 Founders Edition\", \"asin\": \"B0DYDY8KSC\", \"price\": \"$4,000.00\", \"delivery\": \"FREE delivery Mon, Apr 14 Or fastest delivery Apr 8 - 9 Only 18 left in stock - order soon.\"},\n {\"title\": \"PNY GeForce RTX\\u2122 4090 24GB Verto\\u2122 Triple Fan Graphics Card DLSS 3 (384-bit PCIe 4.0, GDDR6X, Supports 4k, Anti-Sag Bracket, HDMI/DisplayPort)\", \"asin\": \"B0BHBTJ2X2\", \"price\": \"$2,925.00\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n {\"title\": \"PNY GeForce RTX 5090 Triple Fan GPU\", \"asin\": \"B0F2PV42RL\", \"price\": \"$3,999.00\", \"delivery\": \"FREE delivery Wed, Apr 9 Or fastest delivery Tue, Apr 8 Only 1 left in stock - order soon.\"},\n {\"title\": \"Gigabyte AORUS GeForce RTX 5090 Master 32G Graphics Card - 32 GB GDDR7, 512 Bit, PCI-E 5.0, 2655MHz Base Frequency, 3 x DP 2.1a, 1 x HDMI 2.1b, GV-N5090AORUS M-32GD\", \"asin\": \"B0DT9YQR11\", \"price\": \"$4,183.97\", \"delivery\": \"$7.99 delivery Apr 11 - 25 Or fastest delivery Apr 9 - 15 Only 2 left in stock - order soon.\"},\n {\"title\": \"GPU Support Bracket, 2.75-4.52Inch GPU Sag Bracket with Non-Slip Sheet, GPU Holder for Prevent Graphics Card Sag (Black)\", \"asin\": \"B0B2WCTGFV\", \"price\": \"$9.98\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"ASUS TUF Gaming GeForce RTX \\u2122 5070 12GB GDDR7 OC Edition Gaming Graphics Card (PCIe\\u00ae 5.0, HDMI\\u00ae/DP 2.1, 3.125-slot, Military-Grade Components, Protective PCB Coating, axial-tech Fans)\", \"asin\": \"B0DS6S98ZF\", \"price\": \"$739.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n {\"title\": \"MSI GeForce RTX 5090 32G Vanguard SOC Launch Edition Graphics Card VD8998\", \"asin\": \"B0DT6RMFLK\", \"price\": \"$4,019.99\", \"delivery\": \"FREE delivery Fri, Apr 11\"},\n {\"title\": \"Mantis V2 Gaming Desktop PC - (NVIDIA GeForce RTX 5090, Intel 24-Core i9-14900KF Processor, 192GB DDR5 RAM, 4TB NVMe 990 Pro Gen4 SSD, 10TB HDD, WiFi 6E, Windows 11 Pro) - Prebuilt RGB Gamer omputer\", \"asin\": \"B0DW9GN55Y\", \"price\": \"$6,449.99\", \"delivery\": \"FREE delivery Apr 12 - 15\"},\n {\"title\": \"ASUS ROG Herculx Graphics Card Anti-Sag Holder Bracket (Solid Zinc Alloy Construction, Easy Toolless Installation, Included Spirit Level, Adjustable Height, Wide Compatibility, Aura Sync RGB)\", \"asin\": \"B0B173F6RM\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Gigabyte AORUS GeForce RTX 5080 Master ICE 16G Graphics Card - 16GB GDDR7, 256 Bit, PCI-E 5.0, 2805MHz Core Clock, 3 x DP 2.1a, 1 x HDMI 2.1b, NVIDIA DLSS 4, GV-N5080AORUSM ICE-16GD\", \"asin\": \"B0DT9YQ2Q1\", \"price\": \"$2,136.99\", \"delivery\": \"FREE delivery Apr 9 - 10 Or fastest delivery Tue, Apr 8 Only 1 left in stock - order soon.\"},\n {\"title\": \"MSI VGA GEFORCE RTX 5080 16G Ventus 3X OC Plus RTX5080 16GB GDRR7 256 B DX12 PCIE 5.0 X16 (3XDP 1XHDMI)\", \"asin\": \"B0BSN91TGK\", \"price\": \"$1,999.99\", \"delivery\": \"FREE delivery Wed, Apr 9 Or fastest delivery Tue, Apr 8 Only 1 left in stock - order soon.\"},\n {\"title\": \"Skytech Legacy Gaming PC Desktop, Ryzen 9 9950X3D 4.3 GHz (5.7GHz Turbo Boost), NVIDIA RTX 5090 32GB GDDR7, 2TB Gen5 SSD, 64GB DDR5 RAM 6000 RGB, 1200W Gold ATX 3.0 PSU, 420mm ARGB AIO, Wi-Fi, Win 11\", \"asin\": \"B0DTYCPM5Y\", \"price\": \"$5,249.99\", \"delivery\": \"FREE delivery Apr 16 - 21\"},\n {\"title\": \"Panorama XL RTX 5090 Gaming Desktop - Intel Core Ultra 9 285K, 96GB DDR5 5600 RAM, 2x2TB NVMe Gen4 SSD, WiFi 7 + BT 5.4, HDMI, RJ45, Windows 11 Pro - Best 2024 RGB Prebuilt Tower Computer for Gamers\", \"asin\": \"B0DVMSZ4Z5\", \"price\": \"$6,499.99\", \"delivery\": \"FREE delivery Apr 12 - 15\"},\n {\"title\": \"GPU Support Bracket, Graphics Card Support, GPU Brace, Video Card Holder Bracket with Bottom Adhesive, GPU Stand, Adjustable Anti Sag GPU Stand 35-120mm, Support GPU 4090 Thickness Support up to 75mm\", \"asin\": \"B0C99BH9KT\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Panorama XL RTX 5090 Gaming Desktop PC - AMD Ryzen 9 9950X3D, 192GB DDR5 RAM, 4TB NVMe 990 Pro Gen4 SSD, 10TB HDD, WiFi 6E + BT, HDMI, Windows 11 Pro - Best 2025 RGB Prebuilt Tower Computer for Gamers\", \"asin\": \"B0DVMG26JY\", \"price\": \"$7,199.99\", \"delivery\": \"FREE delivery Apr 12 - 15\"},\n {\"title\": \"ASUS NVIDIA GeForce RTX 5080 Video Card 16GB GDDR7 PCI Express 5.0 / TUF-RTX5080-O16G-GAMING\", \"asin\": \"B0DTY4H1CB\", \"price\": \"$1,799.00\", \"delivery\": \"FREE delivery Apr 15 - 16 Or fastest delivery Tue, Apr 8\"},\n {\"title\": \"CyberPower CP1500PFCLCD PFC Sinewave UPS System, 1500VA/1000W, 12 Outlets, AVR, Mini Tower,Black\", \"asin\": \"B00429N19W\", \"price\": \"$219.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"ABS Eurus Aqua Gaming PC - Windows 11 Home - Intel Core Ultra 9 285K - GeForce RTX 5090-32GB DDR5 6000-2TB PCIe 4.0 x4 SSD - EA285K50903\", \"asin\": \"B0F3GX4278\", \"price\": \"$4,999.99\", \"delivery\": \"FREE delivery Tue, Apr 15 Or fastest delivery Wed, Apr 9 Only 8 left in stock - order soon.\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T01:16:37.956Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"5090\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DYDY8KSC\"\n},\n {\n \"title\": \"Nvidia GeForce RTX 5090 Founders Edition\"\n},\n {\n \"price\": \"$4,000.00\"\n},\n {\n \"bullet_list\": \"NVIDIA Blackwell Architecture The Ultimate Platform for Gamers and Creators Fifth-Gen Tensor Cores Max AI performance with FP4 and DLSS 4 NVIDIA Reflex 2 with Frame Warp Full ray tracing with neural rendering\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T01:16:54.724Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-06T01:16:54.724Z	click	other	rule	2025-04-06T01:16:54.724Z	train	1,188	2025-04-06T01:16:54.724Z	click	other	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "5090" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DYDY8KSC" }, { "title": "Nvidia GeForce RTX 5090 Founders Edition" }, { "price": "$4,000.00" }, { "bullet_list": "NVIDIA Blackwell Architecture The Ultimate Platform for Gamers and Creators Fifth-Gen Tensor Cores Max AI performance with FP4 and DLSS 4 NVIDIA Reflex 2 with Frame Warp Full ray tracing with neural rendering" } ], "product_quantity": [ { "quantity": "1" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T01:16:54.724Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 1188, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"5090\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DYDY8KSC\"\n},\n {\n \"title\": \"Nvidia GeForce RTX 5090 Founders Edition\"\n},\n {\n \"price\": \"$4,000.00\"\n},\n {\n \"bullet_list\": \"NVIDIA Blackwell Architecture The Ultimate Platform for Gamers and Creators Fifth-Gen Tensor Cores Max AI performance with FP4 and DLSS 4 NVIDIA Reflex 2 with Frame Warp Full ray tracing with neural rendering\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T01:16:54.724Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"5090\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DYDY8KSC\"\n},\n {\n \"title\": \"Nvidia GeForce RTX 5090 Founders Edition\"\n},\n {\n \"price\": \"$4,000.00\"\n},\n {\n \"bullet_list\": \"NVIDIA Blackwell Architecture The Ultimate Platform for Gamers and Creators Fifth-Gen Tensor Cores Max AI performance with FP4 and DLSS 4 NVIDIA Reflex 2 with Frame Warp Full ray tracing with neural rendering\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T01:17:08.141Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-06T01:17:08.141Z	click	review	rule	2025-04-06T01:17:08.141Z	train	1,189	2025-04-06T01:17:08.141Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "5090" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DYDY8KSC" }, { "title": "Nvidia GeForce RTX 5090 Founders Edition" }, { "price": "$4,000.00" }, { "bullet_list": "NVIDIA Blackwell Architecture The Ultimate Platform for Gamers and Creators Fifth-Gen Tensor Cores Max AI performance with FP4 and DLSS 4 NVIDIA Reflex 2 with Frame Warp Full ray tracing with neural rendering" } ], "product_quantity": [ { "quantity": "1" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T01:17:08.141Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1189, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"5090\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DYDY8KSC\"\n},\n {\n \"title\": \"Nvidia GeForce RTX 5090 Founders Edition\"\n},\n {\n \"price\": \"$4,000.00\"\n},\n {\n \"bullet_list\": \"NVIDIA Blackwell Architecture The Ultimate Platform for Gamers and Creators Fifth-Gen Tensor Cores Max AI performance with FP4 and DLSS 4 NVIDIA Reflex 2 with Frame Warp Full ray tracing with neural rendering\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T01:17:08.141Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"5090\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DYDY8KSC\"\n},\n {\n \"title\": \"Nvidia GeForce RTX 5090 Founders Edition\"\n},\n {\n \"price\": \"$4,000.00\"\n},\n {\n \"bullet_list\": \"NVIDIA Blackwell Architecture The Ultimate Platform for Gamers and Creators Fifth-Gen Tensor Cores Max AI performance with FP4 and DLSS 4 NVIDIA Reflex 2 with Frame Warp Full ray tracing with neural rendering\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T01:17:12.941Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-06T01:17:12.941Z	click	review	rule	2025-04-06T01:17:12.941Z	train	1,190	2025-04-06T01:17:12.941Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "5090" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DYDY8KSC" }, { "title": "Nvidia GeForce RTX 5090 Founders Edition" }, { "price": "$4,000.00" }, { "bullet_list": "NVIDIA Blackwell Architecture The Ultimate Platform for Gamers and Creators Fifth-Gen Tensor Cores Max AI performance with FP4 and DLSS 4 NVIDIA Reflex 2 with Frame Warp Full ray tracing with neural rendering" } ], "product_quantity": [ { "quantity": "1" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T01:17:12.941Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 1190, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"5090\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DYDY8KSC\"\n},\n {\n \"title\": \"Nvidia GeForce RTX 5090 Founders Edition\"\n},\n {\n \"price\": \"$4,000.00\"\n},\n {\n \"bullet_list\": \"NVIDIA Blackwell Architecture The Ultimate Platform for Gamers and Creators Fifth-Gen Tensor Cores Max AI performance with FP4 and DLSS 4 NVIDIA Reflex 2 with Frame Warp Full ray tracing with neural rendering\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T01:17:12.941Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T04:19:06.755Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-06T04:19:06.755Z	input	ssd	rule	2025-04-06T04:19:06.755Z	train	1,191	2025-04-06T04:19:06.755Z	input	ssd	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T04:19:06.755Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>input</answer_action><answer_argument>ssd</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>input</answer_action><answer_argument>ssd</answer_argument>", "index": 1191, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T04:19:06.755Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", 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\"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": 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Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"SABRENT Rocket 5 4TB Advanced Performance Internal M.2 PCIe GEN 5 14GB/s X4 NVMe SSD (SB-RKT5-4TB)\", \"asin\": \"B0CXVBNL5T\", \"price\": \"$619.99\", \"quantity\": \"\"},\n {\"title\": \"Toshiba N300 PRO 16TB Large-Sized Business NAS (up to 24 bays) 3.5-Inch Internal Hard Drive - Up to 300 TB/year Workload Rate CMR SATA 6 GB/s 7200 RPM 512 MB Cache - HDWG51GXZSTB\", \"asin\": \"B09TQ6ZZPV\", \"price\": \"$328.99\", \"quantity\": \"\"},\n {\"title\": \"ORICO 512GB Magnetic Portable SSD, Metal Body, 4K 120 fps ProRes HDR Record and Store, Up to 460MB/s, USB C&A 2 in 1 Cable, External SSD Compatible with iPhone 16 Pro Max, Tablet, Computer - K5PLUS\", \"asin\": \"B0DHGJC5Q7\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"acer FA100 256GB M.2 SSD 2280 NVMe Gen3 x4 Internal Solid State Drive, Up to 8 Gb/s, Storage for PC and Laptops - 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TS2TMTE255S\", \"asin\": \"B0DWSCW59P\", \"price\": \"$139.90\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Toshiba N300 PRO 22TB Large-Sized Business NAS (up to 24 Bays) 3.5-Inch Internal Hard Drive - Up to 300 TB/Year Workload Rate CMR SATA 6 Gb/s 7200 RPM 512 MB Cache - HDWG62CXZSTB\",\n \"asin\": \"B0CYQJPN96\"\n},\n {\n \"title\": \"Toshiba X300 PRO 22TB High Workload Performance for Creative Professionals 3.5-Inch Internal Hard Drive \\u2013 Up to 300 TB/Year Workload Rate CMR SATA 6 Gb/s 7200 RPM 512 MB Cache - HDWR62CXZSTB\",\n \"asin\": \"B0CYQQXSSF\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Toshiba N300 8TB NAS 3.5-Inch Internal Hard Drive - CMR SATA 6 GB/s 7200 RPM 512 MB Cache - HDWG780XZSTA\", \"asin\": \"B0CYQHY7GL\", \"price\": \"$172.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Crucial P310 1TB 2280 PCIe Gen4 3D NAND NVMe M.2 SSD \\u2013 Up to 7,100 MB/s \\u2013 Shift up to Gen4, with Acronis Offer, Internal Solid State Drive (PC) \\u2013 CT1000P310SSD801\", \"asin\": \"B0DC8VPSHV\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Samsung 2TB 990 EVO Plus Internal PCIe SSD Hard Drive MZ-V9S2T0B/AM\", \"asin\": \"B0DHLCRF91\", \"price\": \"$139.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$279.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n {\"title\": \"Crucial BX500 1TB 3D NAND SATA 2.5-Inch Internal SSD, up to 540MB/s - CT1000BX500SSD1, Solid State Drive\", \"asin\": \"B07YD579WM\", \"price\": \"$61.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"WD_BLACK 1TB SN7100 NVMe Internal Gaming SSD Solid State Drive - Gen4 PCIe, M.2 2280, Up to 7,250 MB/s - WDS100T4X0E\", \"asin\": \"B0DN7CYYSD\", \"price\": \"$79.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SABRENT 2TB Rocket 4 Plus NVMe 4.0 Gen4 PCIe M.2 Internal SSD Extreme Performance Solid State Drive R/W 7100/6600MB/s (Latest Version) (SB-RKT4P-2TB)\", \"asin\": \"B08P2CG4JK\", \"price\": \"$186.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SAMSUNG 870 EVO SATA III SSD 1TB 2.5\\u201d Internal Solid State Drive, Upgrade PC or Laptop Memory and Storage for IT Pros, Creators, Everyday Users, MZ-77E1T0B/AM\", \"asin\": \"B08QBJ2YMG\", \"price\": \"$99.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Kingston NV3 1TB M.2 2280 NVMe SSD \| PCIe 4.0 Gen 4x4 \| Up to 6000 MB/s \| SNV3S/1000G\", \"asin\": \"B0DBR3DZWG\", \"price\": \"$56.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SanDisk 2TB Extreme Portable SSD - Up to 1050MB/s, USB-C, USB 3.2 Gen 2, IP65 Water and Dust Resistance, Updated Firmware - External Solid State Drive - SDSSDE61-2T00-G25\", \"asin\": \"B08HN37XC1\", \"price\": \"$136.45\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Crucial P310 1TB 2280 PCIe Gen4 3D NAND NVMe M.2 SSD \\u2013 Up to 7,100 MB/s \\u2013 Shift up to Gen4, with Acronis Offer, Internal Solid State Drive (PC) \\u2013 CT1000P310SSD801\", \"asin\": \"B0DC8VPSHV\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Vansuny 1TB USB Solid State Drive Up to 1000MB/s 3.2 Gen 2 Dual SSD USB A + Tape C Portable External SSD for Android Phone Tablet Laptop MacBook PC\", \"asin\": \"B0DK6VR4JM\", \"price\": \"$71.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Western Digital 2TB WD Blue SN5000 NVMe Internal Solid State Drive SSD - PCIe Gen 4.0, M.2 2280, Up to 5,150 MB/s - WDS200T4B0E\", \"asin\": \"B0D7MKYNLX\", \"price\": \"$109.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Crucial P3 Plus 1TB PCIe Gen4 3D NAND NVMe M.2 SSD, up to 5000MB/s - CT1000P3PSSD8\", \"asin\": \"B0B25NXWC7\", \"price\": \"$60.75\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Crucial P3 1TB PCIe Gen3 3D NAND NVMe M.2 SSD, up to 3500MB/s - CT1000P3SSD8\", \"asin\": \"B0B25LZGGW\", \"price\": \"$59.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SAMSUNG SSD T7 Portable External Solid State Drive 2TB, USB 3.2 Gen 2, Reliable Storage for Gaming, Students, Professionals, MU-PC2T0T/AM, Gray\", \"asin\": \"B0874XWW23\", \"price\": \"$139.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Vansuny 2TB SATA III SSD Internal Solid State Hard Drive 2.5\\u201d Internal Drive Advanced 3D NAND Flash Up to 500MB/s SSD Hard Drive for PC Laptop Desktop\", \"asin\": \"B0DY7GHSTZ\", \"price\": \"$89.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7 Only 9 left in stock - order soon.\"},\n {\"title\": \"Kingston 480GB A400 SATA 3 2.5\\\" Internal SSD SA400S37/480G - HDD Replacement for Increase Performance\", \"asin\": \"B01N0TQPQB\", \"price\": \"$35.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"PNY CS900 250GB 3D NAND 2.5\\\" SATA III Internal Solid State Drive (SSD) - (SSD7CS900-250-RB)\", \"asin\": \"B07XZLW68F\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"SP 512GB SSD 3D NAND A55 SLC Cache Performance Boost SATA III 2.5\\\" 7mm (0.28\\\") Internal Solid State Drive (SP512GBSS3A55S25)\", \"asin\": \"B07997QV4Z\", \"price\": \"$31.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Predator M.2 SSD 2TB GM7000 with DRAM Cache NVMe 1.4 2280 PCIe Gen4\\u00d74 Ultra high Speed (Maximum Read: 7400MB/s, max Write: 6700MB/s) 3D NAND TLC Internal SSD Compatible with PS5 Pro - BL.9BWWR.106\", \"asin\": \"B09F5W62N8\", \"price\": \"$132.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"CyberPower CP1500PFCLCD PFC Sinewave UPS System, 1500VA/1000W, 12 Outlets, AVR, Mini Tower,Black\", \"asin\": \"B00429N19W\", \"price\": \"$219.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T04:19:24.828Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-06T04:19:24.828Z	click_product	B0CHGT1KFJ	rule	2025-04-06T04:19:24.828Z	train	1,192	2025-04-06T04:19:24.828Z	click_product	B0CHGT1KFJ	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "ssd" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "promotion_items": [ {"title": "SABRENT Rocket 5 4TB Advanced Performance Internal M.2 PCIe GEN 5 14GB/s X4 NVMe SSD (SB-RKT5-4TB)", "asin": "B0CXVBNL5T", "price": "$619.99", "quantity": ""}, {"title": "Toshiba N300 PRO 16TB Large-Sized Business NAS (up to 24 bays) 3.5-Inch Internal Hard Drive - Up to 300 TB/year Workload Rate CMR SATA 6 GB/s 7200 RPM 512 MB Cache - HDWG51GXZSTB", "asin": "B09TQ6ZZPV", "price": "$328.99", "quantity": ""}, {"title": "ORICO 512GB Magnetic Portable SSD, Metal Body, 4K 120 fps ProRes HDR Record and Store, Up to 460MB/s, USB C&A 2 in 1 Cable, External SSD Compatible with iPhone 16 Pro Max, Tablet, Computer - K5PLUS", "asin": "B0DHGJC5Q7", "price": "$49.99", "quantity": ""}, {"title": "acer FA100 256GB M.2 SSD 2280 NVMe Gen3 x4 Internal Solid State Drive, Up to 8 Gb/s, Storage for PC and Laptops - BL.9BWWA.118", "asin": "B08Z3GQGKX", "price": "$27.99", "quantity": ""}, {"title": "SABRENT Rocket Q4 2230 NVMe 4.0 2TB High Performance PCIe 4.0 M.2 2230 SSD Compatible with Steam Deck, ASUS ROG Ally, Mini PCs [SB-213Q-2TB]", "asin": "B0C5YS3QY4", "price": "$176.99", "quantity": ""}, {"title": "Toshiba N300 PRO 16TB Large-Sized Business NAS (up to 24 bays) 3.5-Inch Internal Hard Drive - Up to 300 TB/year Workload Rate CMR SATA 6 GB/s 7200 RPM 512 MB Cache - HDWG51GXZSTB", "asin": "B09TQ6ZZPV", "price": "$328.99", "quantity": ""}, {"title": "Seagate Expansion Desktop 22TB, Externe Harde Schijf, 3.5\", PC & Laptop, USB 3.0, Data Rescue Service (STKP22000400)", "asin": "B0DW8ZW47C", "price": "$299.99", "quantity": ""}, {"title": "SABRENT Rocket 5 4TB Advanced Performance Internal M.2 PCIe GEN 5 14GB/s X4 NVMe SSD (SB-RKT5-4TB)", "asin": "B0CXVBNL5T", "price": "$619.99", "quantity": ""}, {"title": "Vansuny 1TB USB Solid State Drive Up to 1000MB/s 3.2 Gen 2 Dual SSD USB A + Tape C Portable External SSD for Android Phone Tablet Laptop MacBook PC", "asin": "B0DK6VR4JM", "price": "$71.99", "quantity": ""}, {"title": "Transcend 2TB M.2 2280 PCIe Gen4x4 SSD, Up to 7,400MB/s, NVMe Internal SSD with Graphene Heatsink w/Heat Control, Upgrade Storage for PC, Laptops, Memory Expansion for Gaming - TS2TMTE255S", "asin": "B0DWSCW59P", "price": "$139.90", "quantity": ""} ], "ads": [ { "title": "Toshiba N300 PRO 22TB Large-Sized Business NAS (up to 24 Bays) 3.5-Inch Internal Hard Drive - Up to 300 TB/Year Workload Rate CMR SATA 6 Gb/s 7200 RPM 512 MB Cache - HDWG62CXZSTB", "asin": "B0CYQJPN96" }, { "title": "Toshiba X300 PRO 22TB High Workload Performance for Creative Professionals 3.5-Inch Internal Hard Drive \u2013 Up to 300 TB/Year Workload Rate CMR SATA 6 Gb/s 7200 RPM 512 MB Cache - HDWR62CXZSTB", "asin": "B0CYQQXSSF" } ], "search_results": [ {"title": "Toshiba N300 8TB NAS 3.5-Inch Internal Hard Drive - CMR SATA 6 GB/s 7200 RPM 512 MB Cache - HDWG780XZSTA", "asin": "B0CYQHY7GL", "price": "$172.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Crucial P310 1TB 2280 PCIe Gen4 3D NAND NVMe M.2 SSD \u2013 Up to 7,100 MB/s \u2013 Shift up to Gen4, with Acronis Offer, Internal Solid State Drive (PC) \u2013 CT1000P310SSD801", "asin": "B0DC8VPSHV", "price": "$64.99", "delivery": " Two-Day FREE delivery Mon, Apr 7"}, {"title": "Samsung 2TB 990 EVO Plus Internal PCIe SSD Hard Drive MZ-V9S2T0B/AM", "asin": "B0DHLCRF91", "price": "$139.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black", "asin": "B0CHGT1KFJ", "price": "$279.99", "delivery": "FREE delivery Sat, Apr 12 for Prime members"}, {"title": "Crucial BX500 1TB 3D NAND SATA 2.5-Inch Internal SSD, up to 540MB/s - CT1000BX500SSD1, Solid State Drive", "asin": "B07YD579WM", "price": "$61.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "WD_BLACK 1TB SN7100 NVMe Internal Gaming SSD Solid State Drive - Gen4 PCIe, M.2 2280, Up to 7,250 MB/s - WDS100T4X0E", "asin": "B0DN7CYYSD", "price": "$79.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "SABRENT 2TB Rocket 4 Plus NVMe 4.0 Gen4 PCIe M.2 Internal SSD Extreme Performance Solid State Drive R/W 7100/6600MB/s (Latest Version) (SB-RKT4P-2TB)", "asin": "B08P2CG4JK", "price": "$186.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "SAMSUNG 870 EVO SATA III SSD 1TB 2.5\u201d Internal Solid State Drive, Upgrade PC or Laptop Memory and Storage for IT Pros, Creators, Everyday Users, MZ-77E1T0B/AM", "asin": "B08QBJ2YMG", "price": "$99.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Kingston NV3 1TB M.2 2280 NVMe SSD \| PCIe 4.0 Gen 4x4 \| Up to 6000 MB/s \| SNV3S/1000G", "asin": "B0DBR3DZWG", "price": "$56.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "SanDisk 2TB Extreme Portable SSD - Up to 1050MB/s, USB-C, USB 3.2 Gen 2, IP65 Water and Dust Resistance, Updated Firmware - External Solid State Drive - SDSSDE61-2T00-G25", "asin": "B08HN37XC1", "price": "$136.45", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Crucial P310 1TB 2280 PCIe Gen4 3D NAND NVMe M.2 SSD \u2013 Up to 7,100 MB/s \u2013 Shift up to Gen4, with Acronis Offer, Internal Solid State Drive (PC) \u2013 CT1000P310SSD801", "asin": "B0DC8VPSHV", "price": "$64.99", "delivery": " Two-Day FREE delivery Mon, Apr 7"}, {"title": "Vansuny 1TB USB Solid State Drive Up to 1000MB/s 3.2 Gen 2 Dual SSD USB A + Tape C Portable External SSD for Android Phone Tablet Laptop MacBook PC", "asin": "B0DK6VR4JM", "price": "$71.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Western Digital 2TB WD Blue SN5000 NVMe Internal Solid State Drive SSD - PCIe Gen 4.0, M.2 2280, Up to 5,150 MB/s - WDS200T4B0E", "asin": "B0D7MKYNLX", "price": "$109.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Crucial P3 Plus 1TB PCIe Gen4 3D NAND NVMe M.2 SSD, up to 5000MB/s - CT1000P3PSSD8", "asin": "B0B25NXWC7", "price": "$60.75", "delivery": " Two-Day FREE delivery Mon, Apr 7"}, {"title": "Crucial P3 1TB PCIe Gen3 3D NAND NVMe M.2 SSD, up to 3500MB/s - CT1000P3SSD8", "asin": "B0B25LZGGW", "price": "$59.74", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "SAMSUNG SSD T7 Portable External Solid State Drive 2TB, USB 3.2 Gen 2, Reliable Storage for Gaming, Students, Professionals, MU-PC2T0T/AM, Gray", "asin": "B0874XWW23", "price": "$139.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Vansuny 2TB SATA III SSD Internal Solid State Hard Drive 2.5\u201d Internal Drive Advanced 3D NAND Flash Up to 500MB/s SSD Hard Drive for PC Laptop Desktop", "asin": "B0DY7GHSTZ", "price": "$89.99", "delivery": " Two-Day FREE delivery Mon, Apr 7 Only 9 left in stock - order soon."}, {"title": "Kingston 480GB A400 SATA 3 2.5\" Internal SSD SA400S37/480G - HDD Replacement for Increase Performance", "asin": "B01N0TQPQB", "price": "$35.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "PNY CS900 250GB 3D NAND 2.5\" SATA III Internal Solid State Drive (SSD) - (SSD7CS900-250-RB)", "asin": "B07XZLW68F", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "SP 512GB SSD 3D NAND A55 SLC Cache Performance Boost SATA III 2.5\" 7mm (0.28\") Internal Solid State Drive (SP512GBSS3A55S25)", "asin": "B07997QV4Z", "price": "$31.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Predator M.2 SSD 2TB GM7000 with DRAM Cache NVMe 1.4 2280 PCIe Gen4\u00d74 Ultra high Speed (Maximum Read: 7400MB/s, max Write: 6700MB/s) 3D NAND TLC Internal SSD Compatible with PS5 Pro - BL.9BWWR.106", "asin": "B09F5W62N8", "price": "$132.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "CyberPower CP1500PFCLCD PFC Sinewave UPS System, 1500VA/1000W, 12 Outlets, AVR, Mini Tower,Black", "asin": "B00429N19W", "price": "$219.95", "delivery": " Two-Day FREE delivery Mon, Apr 7"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T04:19:24.828Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click_product</answer_action><answer_argument>B0CHGT1KFJ</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click_product</answer_action><answer_argument>B0CHGT1KFJ</answer_argument>", "index": 1192, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"ssd\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"SABRENT Rocket 5 4TB Advanced Performance Internal M.2 PCIe GEN 5 14GB/s X4 NVMe SSD (SB-RKT5-4TB)\", \"asin\": \"B0CXVBNL5T\", \"price\": \"$619.99\", \"quantity\": \"\"},\n {\"title\": \"Toshiba N300 PRO 16TB Large-Sized Business NAS (up to 24 bays) 3.5-Inch Internal Hard Drive - Up to 300 TB/year Workload Rate CMR SATA 6 GB/s 7200 RPM 512 MB Cache - HDWG51GXZSTB\", \"asin\": \"B09TQ6ZZPV\", \"price\": \"$328.99\", \"quantity\": \"\"},\n {\"title\": \"ORICO 512GB Magnetic Portable SSD, Metal Body, 4K 120 fps ProRes HDR Record and Store, Up to 460MB/s, USB C&A 2 in 1 Cable, External SSD Compatible with iPhone 16 Pro Max, Tablet, Computer - K5PLUS\", \"asin\": \"B0DHGJC5Q7\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"acer FA100 256GB M.2 SSD 2280 NVMe Gen3 x4 Internal Solid State Drive, Up to 8 Gb/s, Storage for PC and Laptops - BL.9BWWA.118\", \"asin\": \"B08Z3GQGKX\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"SABRENT Rocket Q4 2230 NVMe 4.0 2TB High Performance PCIe 4.0 M.2 2230 SSD Compatible with Steam Deck, ASUS ROG Ally, Mini PCs [SB-213Q-2TB]\", \"asin\": \"B0C5YS3QY4\", \"price\": \"$176.99\", \"quantity\": \"\"},\n {\"title\": \"Toshiba N300 PRO 16TB Large-Sized Business NAS (up to 24 bays) 3.5-Inch Internal Hard Drive - Up to 300 TB/year Workload Rate CMR SATA 6 GB/s 7200 RPM 512 MB Cache - HDWG51GXZSTB\", \"asin\": \"B09TQ6ZZPV\", \"price\": \"$328.99\", \"quantity\": \"\"},\n {\"title\": \"Seagate Expansion Desktop 22TB, Externe Harde Schijf, 3.5\\\", PC & Laptop, USB 3.0, Data Rescue Service (STKP22000400)\", \"asin\": \"B0DW8ZW47C\", \"price\": \"$299.99\", \"quantity\": \"\"},\n {\"title\": \"SABRENT Rocket 5 4TB Advanced Performance Internal M.2 PCIe GEN 5 14GB/s X4 NVMe SSD (SB-RKT5-4TB)\", \"asin\": \"B0CXVBNL5T\", \"price\": \"$619.99\", \"quantity\": \"\"},\n {\"title\": \"Vansuny 1TB USB Solid State Drive Up to 1000MB/s 3.2 Gen 2 Dual SSD USB A + Tape C Portable External SSD for Android Phone Tablet Laptop MacBook PC\", \"asin\": \"B0DK6VR4JM\", \"price\": \"$71.99\", \"quantity\": \"\"},\n {\"title\": \"Transcend 2TB M.2 2280 PCIe Gen4x4 SSD, Up to 7,400MB/s, NVMe Internal SSD with Graphene Heatsink w/Heat Control, Upgrade Storage for PC, Laptops, Memory Expansion for Gaming - TS2TMTE255S\", \"asin\": \"B0DWSCW59P\", \"price\": \"$139.90\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Toshiba N300 PRO 22TB Large-Sized Business NAS (up to 24 Bays) 3.5-Inch Internal Hard Drive - Up to 300 TB/Year Workload Rate CMR SATA 6 Gb/s 7200 RPM 512 MB Cache - HDWG62CXZSTB\",\n \"asin\": \"B0CYQJPN96\"\n},\n {\n \"title\": \"Toshiba X300 PRO 22TB High Workload Performance for Creative Professionals 3.5-Inch Internal Hard Drive \\u2013 Up to 300 TB/Year Workload Rate CMR SATA 6 Gb/s 7200 RPM 512 MB Cache - HDWR62CXZSTB\",\n \"asin\": \"B0CYQQXSSF\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Toshiba N300 8TB NAS 3.5-Inch Internal Hard Drive - CMR SATA 6 GB/s 7200 RPM 512 MB Cache - HDWG780XZSTA\", \"asin\": \"B0CYQHY7GL\", \"price\": \"$172.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Crucial P310 1TB 2280 PCIe Gen4 3D NAND NVMe M.2 SSD \\u2013 Up to 7,100 MB/s \\u2013 Shift up to Gen4, with Acronis Offer, Internal Solid State Drive (PC) \\u2013 CT1000P310SSD801\", \"asin\": \"B0DC8VPSHV\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Samsung 2TB 990 EVO Plus Internal PCIe SSD Hard Drive MZ-V9S2T0B/AM\", \"asin\": \"B0DHLCRF91\", \"price\": \"$139.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$279.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n {\"title\": \"Crucial BX500 1TB 3D NAND SATA 2.5-Inch Internal SSD, up to 540MB/s - CT1000BX500SSD1, Solid State Drive\", \"asin\": \"B07YD579WM\", \"price\": \"$61.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"WD_BLACK 1TB SN7100 NVMe Internal Gaming SSD Solid State Drive - Gen4 PCIe, M.2 2280, Up to 7,250 MB/s - WDS100T4X0E\", \"asin\": \"B0DN7CYYSD\", \"price\": \"$79.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SABRENT 2TB Rocket 4 Plus NVMe 4.0 Gen4 PCIe M.2 Internal SSD Extreme Performance Solid State Drive R/W 7100/6600MB/s (Latest Version) (SB-RKT4P-2TB)\", \"asin\": \"B08P2CG4JK\", \"price\": \"$186.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SAMSUNG 870 EVO SATA III SSD 1TB 2.5\\u201d Internal Solid State Drive, Upgrade PC or Laptop Memory and Storage for IT Pros, Creators, Everyday Users, MZ-77E1T0B/AM\", \"asin\": \"B08QBJ2YMG\", \"price\": \"$99.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Kingston NV3 1TB M.2 2280 NVMe SSD \| PCIe 4.0 Gen 4x4 \| Up to 6000 MB/s \| SNV3S/1000G\", \"asin\": \"B0DBR3DZWG\", \"price\": \"$56.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SanDisk 2TB Extreme Portable SSD - Up to 1050MB/s, USB-C, USB 3.2 Gen 2, IP65 Water and Dust Resistance, Updated Firmware - External Solid State Drive - SDSSDE61-2T00-G25\", \"asin\": \"B08HN37XC1\", \"price\": \"$136.45\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Crucial P310 1TB 2280 PCIe Gen4 3D NAND NVMe M.2 SSD \\u2013 Up to 7,100 MB/s \\u2013 Shift up to Gen4, with Acronis Offer, Internal Solid State Drive (PC) \\u2013 CT1000P310SSD801\", \"asin\": \"B0DC8VPSHV\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Vansuny 1TB USB Solid State Drive Up to 1000MB/s 3.2 Gen 2 Dual SSD USB A + Tape C Portable External SSD for Android Phone Tablet Laptop MacBook PC\", \"asin\": \"B0DK6VR4JM\", \"price\": \"$71.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Western Digital 2TB WD Blue SN5000 NVMe Internal Solid State Drive SSD - PCIe Gen 4.0, M.2 2280, Up to 5,150 MB/s - WDS200T4B0E\", \"asin\": \"B0D7MKYNLX\", \"price\": \"$109.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Crucial P3 Plus 1TB PCIe Gen4 3D NAND NVMe M.2 SSD, up to 5000MB/s - CT1000P3PSSD8\", \"asin\": \"B0B25NXWC7\", \"price\": \"$60.75\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Crucial P3 1TB PCIe Gen3 3D NAND NVMe M.2 SSD, up to 3500MB/s - CT1000P3SSD8\", \"asin\": \"B0B25LZGGW\", \"price\": \"$59.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SAMSUNG SSD T7 Portable External Solid State Drive 2TB, USB 3.2 Gen 2, Reliable Storage for Gaming, Students, Professionals, MU-PC2T0T/AM, Gray\", \"asin\": \"B0874XWW23\", \"price\": \"$139.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Vansuny 2TB SATA III SSD Internal Solid State Hard Drive 2.5\\u201d Internal Drive Advanced 3D NAND Flash Up to 500MB/s SSD Hard Drive for PC Laptop Desktop\", \"asin\": \"B0DY7GHSTZ\", \"price\": \"$89.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7 Only 9 left in stock - order soon.\"},\n {\"title\": \"Kingston 480GB A400 SATA 3 2.5\\\" Internal SSD SA400S37/480G - HDD Replacement for Increase Performance\", \"asin\": \"B01N0TQPQB\", \"price\": \"$35.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"PNY CS900 250GB 3D NAND 2.5\\\" SATA III Internal Solid State Drive (SSD) - (SSD7CS900-250-RB)\", \"asin\": \"B07XZLW68F\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"SP 512GB SSD 3D NAND A55 SLC Cache Performance Boost SATA III 2.5\\\" 7mm (0.28\\\") Internal Solid State Drive (SP512GBSS3A55S25)\", \"asin\": \"B07997QV4Z\", \"price\": \"$31.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Predator M.2 SSD 2TB GM7000 with DRAM Cache NVMe 1.4 2280 PCIe Gen4\\u00d74 Ultra high Speed (Maximum Read: 7400MB/s, max Write: 6700MB/s) 3D NAND TLC Internal SSD Compatible with PS5 Pro - BL.9BWWR.106\", \"asin\": \"B09F5W62N8\", \"price\": \"$132.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"CyberPower CP1500PFCLCD PFC Sinewave UPS System, 1500VA/1000W, 12 Outlets, AVR, Mini Tower,Black\", \"asin\": \"B00429N19W\", \"price\": \"$219.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T04:19:24.828Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"ssd\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CHGT1KFJ\"\n},\n {\n \"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\"\n},\n {\n \"price\": \"$279.99\"\n},\n {\n \"bullet_list\": \"Form factor: M.2. Dimensions: 0.87\\\"H x 3.15\\\"W x 0.1\\\"D. Internal solid-state drive with PCI Express interface. Keep personal files and confidential data restricted from hackers and thieves with 256-bit AES encryption. 5-year manufacturer limited warranty. Memory capacity: 4TB based on Samsung V-NAND TLC memory technology. Meets or exceeds the IEEE 1667 and S.M.A.R.T. standards. SSD provides read speeds up to 7450MB/s and write speeds up to 6900MB/s. SSD connects through PCI express 4.0 x4 (NVMe). Sold as 1 Each.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"990 PRO\"\n},\n {\n \"Capacity\": \"2TB\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T04:19:30.895Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-06T04:19:30.895Z	click	product_option	rule	2025-04-06T04:19:30.895Z	train	1,193	2025-04-06T04:19:30.895Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "ssd" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0CHGT1KFJ" }, { "title": "SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black" }, { "price": "$279.99" }, { "bullet_list": "Form factor: M.2. Dimensions: 0.87\"H x 3.15\"W x 0.1\"D. Internal solid-state drive with PCI Express interface. Keep personal files and confidential data restricted from hackers and thieves with 256-bit AES encryption. 5-year manufacturer limited warranty. Memory capacity: 4TB based on Samsung V-NAND TLC memory technology. Meets or exceeds the IEEE 1667 and S.M.A.R.T. standards. SSD provides read speeds up to 7450MB/s and write speeds up to 6900MB/s. SSD connects through PCI express 4.0 x4 (NVMe). Sold as 1 Each." } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "990 PRO" }, { "Capacity": "2TB" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T04:19:30.895Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 1193, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"ssd\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CHGT1KFJ\"\n},\n {\n \"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\"\n},\n {\n \"price\": \"$279.99\"\n},\n {\n \"bullet_list\": \"Form factor: M.2. Dimensions: 0.87\\\"H x 3.15\\\"W x 0.1\\\"D. Internal solid-state drive with PCI Express interface. Keep personal files and confidential data restricted from hackers and thieves with 256-bit AES encryption. 5-year manufacturer limited warranty. Memory capacity: 4TB based on Samsung V-NAND TLC memory technology. Meets or exceeds the IEEE 1667 and S.M.A.R.T. standards. SSD provides read speeds up to 7450MB/s and write speeds up to 6900MB/s. SSD connects through PCI express 4.0 x4 (NVMe). Sold as 1 Each.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"990 PRO\"\n},\n {\n \"Capacity\": \"2TB\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T04:19:30.895Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"ssd\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BHJJ9Y77\"\n},\n {\n \"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\"\n},\n {\n \"price\": \"$168.90\"\n},\n {\n \"bullet_list\": \"MEET THE NEXT GEN: Consider this a cheat code; Our Samsung 990 PRO Gen4 SSD helps you reach near max performance with lightning-fast speeds; Whether you\\u2019re a hardcore gamer or a tech guru, you\\u2019ll get power efficiency built for the final boss REACH THE NEXT LEVEL: Gen4 steps up with faster transfer speeds and high-performance bandwidth; With a more than 55% improvement in random performance compared to 980 PRO, it\\u2019s here for heavy computing and faster loading THE FASTEST SSD FROM THE WORLD'S FLASH MEMORY BRAND: The speed you need for any occasion; With read and write speeds up to 7450/6900 MB/s you\\u2019ll reach near max performance of PCIe 4.0 powering through for any use PLAY WITHOUT LIMITS: Give yourself some space with storage capacities from 1TB to 4TB; Sync all your saves and reign supreme in gaming, video editing, data analysis and more IT\\u2019S A POWER MOVE: Save the power for your performance; Get power efficiency all while experiencing up to 50% improved performance per watt over the 980 PRO****; It makes every move more effective with less consumption\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"990 PRO\"\n},\n {\n \"Capacity\": \"4TB\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T04:19:54.149Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-06T04:19:54.149Z	click	product_option	rule	2025-04-06T04:19:54.149Z	train	1,194	2025-04-06T04:19:54.149Z	click	product_option	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "ssd" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$168.90", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0BHJJ9Y77" }, { "title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)" }, { "price": "$168.90" }, { "bullet_list": "MEET THE NEXT GEN: Consider this a cheat code; Our Samsung 990 PRO Gen4 SSD helps you reach near max performance with lightning-fast speeds; Whether you\u2019re a hardcore gamer or a tech guru, you\u2019ll get power efficiency built for the final boss REACH THE NEXT LEVEL: Gen4 steps up with faster transfer speeds and high-performance bandwidth; With a more than 55% improvement in random performance compared to 980 PRO, it\u2019s here for heavy computing and faster loading THE FASTEST SSD FROM THE WORLD'S FLASH MEMORY BRAND: The speed you need for any occasion; With read and write speeds up to 7450/6900 MB/s you\u2019ll reach near max performance of PCIe 4.0 powering through for any use PLAY WITHOUT LIMITS: Give yourself some space with storage capacities from 1TB to 4TB; Sync all your saves and reign supreme in gaming, video editing, data analysis and more IT\u2019S A POWER MOVE: Save the power for your performance; Get power efficiency all while experiencing up to 50% improved performance per watt over the 980 PRO****; It makes every move more effective with less consumption" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "990 PRO" }, { "Capacity": "4TB" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T04:19:54.149Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 1194, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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\"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"ssd\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BHJJ9Y77\"\n},\n {\n \"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\"\n},\n {\n \"price\": \"$168.90\"\n},\n {\n \"bullet_list\": \"MEET THE NEXT GEN: Consider this a cheat code; Our Samsung 990 PRO Gen4 SSD helps you reach near max performance with lightning-fast speeds; Whether you\\u2019re a hardcore gamer or a tech guru, you\\u2019ll get power efficiency built for the final boss REACH THE NEXT LEVEL: Gen4 steps up with faster transfer speeds and high-performance bandwidth; With a more than 55% improvement in random performance compared to 980 PRO, it\\u2019s here for heavy computing and faster loading THE FASTEST SSD FROM THE WORLD'S FLASH MEMORY BRAND: The speed you need for any occasion; With read and write speeds up to 7450/6900 MB/s you\\u2019ll reach near max performance of PCIe 4.0 powering through for any use PLAY WITHOUT LIMITS: Give yourself some space with storage capacities from 1TB to 4TB; Sync all your saves and reign supreme in gaming, video editing, data analysis and more IT\\u2019S A POWER MOVE: Save the power for your performance; Get power efficiency all while experiencing up to 50% improved performance per watt over the 980 PRO****; It makes every move more effective with less consumption\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"990 PRO\"\n},\n {\n \"Capacity\": \"4TB\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T04:19:54.149Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"ssd\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"SABRENT Rocket 5 4TB Advanced Performance Internal M.2 PCIe GEN 5 14GB/s X4 NVMe SSD (SB-RKT5-4TB)\", \"asin\": \"B0CXVBNL5T\", \"price\": \"$619.99\", \"quantity\": \"\"},\n {\"title\": \"Crucial P310 1TB 2280 PCIe Gen4 3D NAND NVMe M.2 SSD \\u2013 Up to 7,100 MB/s \\u2013 Shift up to Gen4, with Acronis Offer, Internal Solid State Drive (PC) \\u2013 CT1000P310SSD801\", \"asin\": \"B0DC8VPSHV\", \"price\": \"$64.99\", \"quantity\": \"\"},\n {\"title\": \"Seagate IronWolf Pro, 8 TB, Enterprise NAS Internal HDD \\u2013CMR 3.5 Inch, SATA 6 Gb/s, 7,200 RPM, 256 MB Cache for RAID Network Attached Storage (ST8000NT001)\", \"asin\": \"B0B94M13NH\", \"price\": \"$199.99\", \"quantity\": \"\"},\n {\"title\": \"Toshiba N300 PRO 16TB Large-Sized Business NAS (up to 24 bays) 3.5-Inch Internal Hard Drive - Up to 300 TB/year Workload Rate CMR SATA 6 GB/s 7200 RPM 512 MB Cache - HDWG51GXZSTB\", \"asin\": \"B09TQ6ZZPV\", \"price\": \"$328.99\", \"quantity\": \"\"},\n {\"title\": \"SABRENT Rocket 4, 1TB PCIe 4.0 NVMe SSD \\u2013 7400MB/s Read, 6400MB/s Write, Gen4 SSD for Desktops, Laptops, and PS5, High-Speed Performance with Low Heat, for Gaming and System Builders (SB-RKT4L-1TB)\", \"asin\": \"B0CZJWSFGS\", \"price\": \"$84.99\", \"quantity\": \"\"},\n {\"title\": \"Toshiba N300 PRO 16TB Large-Sized Business NAS (up to 24 bays) 3.5-Inch Internal Hard Drive - Up to 300 TB/year Workload Rate CMR SATA 6 GB/s 7200 RPM 512 MB Cache - HDWG51GXZSTB\", \"asin\": \"B09TQ6ZZPV\", \"price\": \"$328.99\", \"quantity\": \"\"},\n {\"title\": \"Seagate Expansion Desktop 22TB, Externe Harde Schijf, 3.5\\\", PC & Laptop, USB 3.0, Data Rescue Service (STKP22000400)\", \"asin\": \"B0DW8ZW47C\", \"price\": \"$299.99\", \"quantity\": \"\"},\n {\"title\": \"SABRENT Rocket 5 4TB Advanced Performance Internal M.2 PCIe GEN 5 14GB/s X4 NVMe SSD (SB-RKT5-4TB)\", \"asin\": \"B0CXVBNL5T\", \"price\": \"$619.99\", \"quantity\": \"\"},\n {\"title\": \"Seagate IronWolf Pro, 8 TB, Enterprise NAS Internal HDD \\u2013CMR 3.5 Inch, SATA 6 Gb/s, 7,200 RPM, 256 MB Cache for RAID Network Attached Storage (ST8000NT001)\", \"asin\": \"B0B94M13NH\", \"price\": \"$199.99\", \"quantity\": \"\"},\n {\"title\": \"Transcend 2TB M.2 2280 PCIe Gen4x4 SSD, Up to 7,400MB/s, NVMe Internal SSD with Graphene Heatsink w/Heat Control, Upgrade Storage for PC, Laptops, Memory Expansion for Gaming - TS2TMTE255S\", \"asin\": \"B0DWSCW59P\", \"price\": \"$139.90\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Toshiba N300 PRO 22TB Large-Sized Business NAS (up to 24 Bays) 3.5-Inch Internal Hard Drive - Up to 300 TB/Year Workload Rate CMR SATA 6 Gb/s 7200 RPM 512 MB Cache - HDWG62CXZSTB\",\n \"asin\": \"B0CYQJPN96\"\n},\n {\n \"title\": \"Toshiba X300 PRO 22TB High Workload Performance for Creative Professionals 3.5-Inch Internal Hard Drive \\u2013 Up to 300 TB/Year Workload Rate CMR SATA 6 Gb/s 7200 RPM 512 MB Cache - HDWR62CXZSTB\",\n \"asin\": \"B0CYQQXSSF\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Toshiba N300 PRO 16TB Large-Sized Business NAS (up to 24 bays) 3.5-Inch Internal Hard Drive - Up to 300 TB/year Workload Rate CMR SATA 6 GB/s 7200 RPM 512 MB Cache - HDWG51GXZSTB\", \"asin\": \"B09TQ6ZZPV\", \"price\": \"$328.99\", \"delivery\": \"FREE delivery Tue, Apr 8 Only 5 left in stock (more on the way).\"},\n {\"title\": \"Crucial P310 1TB 2280 PCIe Gen4 3D NAND NVMe M.2 SSD \\u2013 Up to 7,100 MB/s \\u2013 Shift up to Gen4, with Acronis Offer, Internal Solid State Drive (PC) \\u2013 CT1000P310SSD801\", \"asin\": \"B0DC8VPSHV\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Samsung 2TB 990 EVO Plus Internal PCIe SSD Hard Drive MZ-V9S2T0B/AM\", \"asin\": \"B0DHLCRF91\", \"price\": \"$139.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$279.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n {\"title\": \"Crucial BX500 1TB 3D NAND SATA 2.5-Inch Internal SSD, up to 540MB/s - CT1000BX500SSD1, Solid State Drive\", \"asin\": \"B07YD579WM\", \"price\": \"$61.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"WD_BLACK 1TB SN7100 NVMe Internal Gaming SSD Solid State Drive - Gen4 PCIe, M.2 2280, Up to 7,250 MB/s - WDS100T4X0E\", \"asin\": \"B0DN7CYYSD\", \"price\": \"$79.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Vansuny 2TB SATA III SSD Internal Solid State Hard Drive 2.5\\u201d Internal Drive Advanced 3D NAND Flash Up to 500MB/s SSD Hard Drive for PC Laptop Desktop\", \"asin\": \"B0DY7GHSTZ\", \"price\": \"$89.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7 Only 9 left in stock - order soon.\"},\n {\"title\": \"SAMSUNG 870 EVO SATA III SSD 1TB 2.5\\u201d Internal Solid State Drive, Upgrade PC or Laptop Memory and Storage for IT Pros, Creators, Everyday Users, MZ-77E1T0B/AM\", \"asin\": \"B08QBJ2YMG\", \"price\": \"$99.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Kingston NV3 1TB M.2 2280 NVMe SSD \| PCIe 4.0 Gen 4x4 \| Up to 6000 MB/s \| SNV3S/1000G\", \"asin\": \"B0DBR3DZWG\", \"price\": \"$56.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SanDisk 2TB Extreme Portable SSD - Up to 1050MB/s, USB-C, USB 3.2 Gen 2, IP65 Water and Dust Resistance, Updated Firmware - External Solid State Drive - SDSSDE61-2T00-G25\", \"asin\": \"B08HN37XC1\", \"price\": \"$136.45\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Crucial P310 1TB 2280 PCIe Gen4 3D NAND NVMe M.2 SSD \\u2013 Up to 7,100 MB/s \\u2013 Shift up to Gen4, with Acronis Offer, Internal Solid State Drive (PC) \\u2013 CT1000P310SSD801\", \"asin\": \"B0DC8VPSHV\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"SABRENT 2TB Rocket 4 Plus NVMe 4.0 Gen4 PCIe M.2 Internal SSD Extreme Performance Solid State Drive R/W 7100/6600MB/s (Latest Version) (SB-RKT4P-2TB)\", \"asin\": \"B08P2CG4JK\", \"price\": \"$186.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Western Digital 2TB WD Blue SN5000 NVMe Internal Solid State Drive SSD - PCIe Gen 4.0, M.2 2280, Up to 5,150 MB/s - WDS200T4B0E\", \"asin\": \"B0D7MKYNLX\", \"price\": \"$109.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Crucial P3 Plus 1TB PCIe Gen4 3D NAND NVMe M.2 SSD, up to 5000MB/s - CT1000P3PSSD8\", \"asin\": \"B0B25NXWC7\", \"price\": \"$60.75\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Crucial P3 1TB PCIe Gen3 3D NAND NVMe M.2 SSD, up to 3500MB/s - CT1000P3SSD8\", \"asin\": \"B0B25LZGGW\", \"price\": \"$59.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SAMSUNG SSD T7 Portable External Solid State Drive 2TB, USB 3.2 Gen 2, Reliable Storage for Gaming, Students, Professionals, MU-PC2T0T/AM, Gray\", \"asin\": \"B0874XWW23\", \"price\": \"$139.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Seagate IronWolf Pro, 8 TB, Enterprise NAS Internal HDD \\u2013CMR 3.5 Inch, SATA 6 Gb/s, 7,200 RPM, 256 MB Cache for RAID Network Attached Storage (ST8000NT001)\", \"asin\": \"B0B94M13NH\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Apr 14 - 17 for Prime members\"},\n {\"title\": \"Kingston 480GB A400 SATA 3 2.5\\\" Internal SSD SA400S37/480G - HDD Replacement for Increase Performance\", \"asin\": \"B01N0TQPQB\", \"price\": \"$35.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"PNY CS900 250GB 3D NAND 2.5\\\" SATA III Internal Solid State Drive (SSD) - (SSD7CS900-250-RB)\", \"asin\": \"B07XZLW68F\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Predator M.2 SSD 2TB GM7000 with DRAM Cache NVMe 1.4 2280 PCIe Gen4\\u00d74 Ultra high Speed (Maximum Read: 7400MB/s, max Write: 6700MB/s) 3D NAND TLC Internal SSD Compatible with PS5 Pro - BL.9BWWR.106\", \"asin\": \"B09F5W62N8\", \"price\": \"$132.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SP 512GB SSD 3D NAND A55 SLC Cache Performance Boost SATA III 2.5\\\" 7mm (0.28\\\") Internal Solid State Drive (SP512GBSS3A55S25)\", \"asin\": \"B07997QV4Z\", \"price\": \"$31.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"CyberPower CP1500PFCLCD PFC Sinewave UPS System, 1500VA/1000W, 12 Outlets, AVR, Mini Tower,Black\", \"asin\": \"B00429N19W\", \"price\": \"$219.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T04:20:26.749Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-06T04:20:26.749Z	click_product	B0DHLCRF91	rule	2025-04-06T04:20:26.749Z	train	1,195	2025-04-06T04:20:26.749Z	click_product	B0DHLCRF91	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", 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"action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "ssd" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. 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Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "promotion_items": [ {"title": "SABRENT Rocket 5 4TB Advanced Performance Internal M.2 PCIe GEN 5 14GB/s X4 NVMe SSD (SB-RKT5-4TB)", "asin": "B0CXVBNL5T", "price": "$619.99", "quantity": ""}, {"title": "Crucial P310 1TB 2280 PCIe Gen4 3D NAND NVMe M.2 SSD \u2013 Up to 7,100 MB/s \u2013 Shift up to Gen4, with Acronis Offer, Internal Solid State Drive (PC) \u2013 CT1000P310SSD801", "asin": "B0DC8VPSHV", "price": "$64.99", "quantity": ""}, {"title": "Seagate IronWolf Pro, 8 TB, Enterprise NAS Internal HDD \u2013CMR 3.5 Inch, SATA 6 Gb/s, 7,200 RPM, 256 MB Cache for RAID Network Attached Storage (ST8000NT001)", "asin": "B0B94M13NH", "price": "$199.99", "quantity": ""}, {"title": "Toshiba N300 PRO 16TB Large-Sized Business NAS (up to 24 bays) 3.5-Inch Internal Hard Drive - Up to 300 TB/year Workload Rate CMR SATA 6 GB/s 7200 RPM 512 MB Cache - HDWG51GXZSTB", "asin": "B09TQ6ZZPV", "price": "$328.99", "quantity": ""}, {"title": "SABRENT Rocket 4, 1TB PCIe 4.0 NVMe SSD \u2013 7400MB/s Read, 6400MB/s Write, Gen4 SSD for Desktops, Laptops, and PS5, High-Speed Performance with Low Heat, for Gaming and System Builders (SB-RKT4L-1TB)", "asin": "B0CZJWSFGS", "price": "$84.99", "quantity": ""}, {"title": "Toshiba N300 PRO 16TB Large-Sized Business NAS (up to 24 bays) 3.5-Inch Internal Hard Drive - 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17 for Prime members"}, {"title": "Kingston 480GB A400 SATA 3 2.5\" Internal SSD SA400S37/480G - HDD Replacement for Increase Performance", "asin": "B01N0TQPQB", "price": "$35.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "PNY CS900 250GB 3D NAND 2.5\" SATA III Internal Solid State Drive (SSD) - (SSD7CS900-250-RB)", "asin": "B07XZLW68F", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Predator M.2 SSD 2TB GM7000 with DRAM Cache NVMe 1.4 2280 PCIe Gen4\u00d74 Ultra high Speed (Maximum Read: 7400MB/s, max Write: 6700MB/s) 3D NAND TLC Internal SSD Compatible with PS5 Pro - BL.9BWWR.106", "asin": "B09F5W62N8", "price": "$132.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "SP 512GB SSD 3D NAND A55 SLC Cache Performance Boost SATA III 2.5\" 7mm (0.28\") Internal Solid State Drive (SP512GBSS3A55S25)", "asin": "B07997QV4Z", "price": "$31.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "CyberPower CP1500PFCLCD PFC Sinewave UPS System, 1500VA/1000W, 12 Outlets, AVR, Mini Tower,Black", "asin": "B00429N19W", "price": "$219.95", "delivery": " Two-Day FREE delivery Mon, Apr 7"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T04:20:26.749Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click_product</answer_action><answer_argument>B0DHLCRF91</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click_product</answer_action><answer_argument>B0DHLCRF91</answer_argument>", "index": 1195, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", 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Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$279.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n {\"title\": \"Crucial BX500 1TB 3D NAND SATA 2.5-Inch Internal SSD, up to 540MB/s - CT1000BX500SSD1, Solid State Drive\", \"asin\": \"B07YD579WM\", \"price\": \"$61.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"WD_BLACK 1TB SN7100 NVMe Internal Gaming SSD Solid State Drive - Gen4 PCIe, M.2 2280, Up to 7,250 MB/s - WDS100T4X0E\", \"asin\": \"B0DN7CYYSD\", \"price\": \"$79.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Vansuny 2TB SATA III SSD Internal Solid State Hard Drive 2.5\\u201d Internal Drive Advanced 3D NAND Flash Up to 500MB/s SSD Hard Drive for PC Laptop Desktop\", \"asin\": \"B0DY7GHSTZ\", \"price\": \"$89.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7 Only 9 left in stock - order soon.\"},\n {\"title\": \"SAMSUNG 870 EVO SATA III SSD 1TB 2.5\\u201d Internal Solid State Drive, Upgrade PC or Laptop Memory and Storage for IT Pros, Creators, Everyday Users, MZ-77E1T0B/AM\", \"asin\": \"B08QBJ2YMG\", \"price\": \"$99.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Kingston NV3 1TB M.2 2280 NVMe SSD \| PCIe 4.0 Gen 4x4 \| Up to 6000 MB/s \| SNV3S/1000G\", \"asin\": \"B0DBR3DZWG\", \"price\": \"$56.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SanDisk 2TB Extreme Portable SSD - Up to 1050MB/s, USB-C, USB 3.2 Gen 2, IP65 Water and Dust Resistance, Updated Firmware - External Solid State Drive - SDSSDE61-2T00-G25\", \"asin\": \"B08HN37XC1\", \"price\": \"$136.45\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Crucial P310 1TB 2280 PCIe Gen4 3D NAND NVMe M.2 SSD \\u2013 Up to 7,100 MB/s \\u2013 Shift up to Gen4, with Acronis Offer, Internal Solid State Drive (PC) \\u2013 CT1000P310SSD801\", \"asin\": \"B0DC8VPSHV\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"SABRENT 2TB Rocket 4 Plus NVMe 4.0 Gen4 PCIe M.2 Internal SSD Extreme Performance Solid State Drive R/W 7100/6600MB/s (Latest Version) (SB-RKT4P-2TB)\", \"asin\": \"B08P2CG4JK\", \"price\": \"$186.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Western Digital 2TB WD Blue SN5000 NVMe Internal Solid State Drive SSD - PCIe Gen 4.0, M.2 2280, Up to 5,150 MB/s - WDS200T4B0E\", \"asin\": \"B0D7MKYNLX\", \"price\": \"$109.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Crucial P3 Plus 1TB PCIe Gen4 3D NAND NVMe M.2 SSD, up to 5000MB/s - CT1000P3PSSD8\", \"asin\": \"B0B25NXWC7\", \"price\": \"$60.75\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Crucial P3 1TB PCIe Gen3 3D NAND NVMe M.2 SSD, up to 3500MB/s - CT1000P3SSD8\", \"asin\": \"B0B25LZGGW\", \"price\": \"$59.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SAMSUNG SSD T7 Portable External Solid State Drive 2TB, USB 3.2 Gen 2, Reliable Storage for Gaming, Students, Professionals, MU-PC2T0T/AM, Gray\", \"asin\": \"B0874XWW23\", \"price\": \"$139.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Seagate IronWolf Pro, 8 TB, Enterprise NAS Internal HDD \\u2013CMR 3.5 Inch, SATA 6 Gb/s, 7,200 RPM, 256 MB Cache for RAID Network Attached Storage (ST8000NT001)\", \"asin\": \"B0B94M13NH\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Apr 14 - 17 for Prime members\"},\n {\"title\": \"Kingston 480GB A400 SATA 3 2.5\\\" Internal SSD SA400S37/480G - HDD Replacement for Increase Performance\", \"asin\": \"B01N0TQPQB\", \"price\": \"$35.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"PNY CS900 250GB 3D NAND 2.5\\\" SATA III Internal Solid State Drive (SSD) - (SSD7CS900-250-RB)\", \"asin\": \"B07XZLW68F\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Predator M.2 SSD 2TB GM7000 with DRAM Cache NVMe 1.4 2280 PCIe Gen4\\u00d74 Ultra high Speed (Maximum Read: 7400MB/s, max Write: 6700MB/s) 3D NAND TLC Internal SSD Compatible with PS5 Pro - BL.9BWWR.106\", \"asin\": \"B09F5W62N8\", \"price\": \"$132.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SP 512GB SSD 3D NAND A55 SLC Cache Performance Boost SATA III 2.5\\\" 7mm (0.28\\\") Internal Solid State Drive (SP512GBSS3A55S25)\", \"asin\": \"B07997QV4Z\", \"price\": \"$31.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"CyberPower CP1500PFCLCD PFC Sinewave UPS System, 1500VA/1000W, 12 Outlets, AVR, Mini Tower,Black\", \"asin\": \"B00429N19W\", \"price\": \"$219.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T04:20:26.749Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"ssd\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n {\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$168.90\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"SABRENT Rocket 5 4TB Advanced Performance Internal M.2 PCIe GEN 5 14GB/s X4 NVMe SSD (SB-RKT5-4TB)\", \"asin\": \"B0CXVBNL5T\", \"price\": \"$619.99\", \"quantity\": \"\"},\n {\"title\": \"Crucial P310 1TB 2280 PCIe Gen4 3D NAND NVMe M.2 SSD \\u2013 Up to 7,100 MB/s \\u2013 Shift up to Gen4, with Acronis Offer, Internal Solid State Drive (PC) \\u2013 CT1000P310SSD801\", \"asin\": \"B0DC8VPSHV\", \"price\": \"$64.99\", \"quantity\": \"\"},\n {\"title\": \"Seagate IronWolf Pro, 8 TB, Enterprise NAS Internal HDD \\u2013CMR 3.5 Inch, SATA 6 Gb/s, 7,200 RPM, 256 MB Cache for RAID Network Attached Storage (ST8000NT001)\", \"asin\": \"B0B94M13NH\", \"price\": \"$199.99\", \"quantity\": \"\"},\n {\"title\": \"Toshiba N300 PRO 16TB Large-Sized Business NAS (up to 24 bays) 3.5-Inch Internal Hard Drive - Up to 300 TB/year Workload Rate CMR SATA 6 GB/s 7200 RPM 512 MB Cache - HDWG51GXZSTB\", \"asin\": \"B09TQ6ZZPV\", \"price\": \"$328.99\", \"quantity\": \"\"},\n {\"title\": \"SABRENT Rocket 4, 1TB PCIe 4.0 NVMe SSD \\u2013 7400MB/s Read, 6400MB/s Write, Gen4 SSD for Desktops, Laptops, and PS5, High-Speed Performance with Low Heat, for Gaming and System Builders (SB-RKT4L-1TB)\", \"asin\": \"B0CZJWSFGS\", \"price\": \"$84.99\", \"quantity\": \"\"},\n {\"title\": \"Toshiba N300 PRO 16TB Large-Sized Business NAS (up to 24 bays) 3.5-Inch Internal Hard Drive - Up to 300 TB/year Workload Rate CMR SATA 6 GB/s 7200 RPM 512 MB Cache - HDWG51GXZSTB\", \"asin\": \"B09TQ6ZZPV\", \"price\": \"$328.99\", \"quantity\": \"\"},\n {\"title\": \"Seagate Expansion Desktop 22TB, Externe Harde Schijf, 3.5\\\", PC & Laptop, USB 3.0, Data Rescue Service (STKP22000400)\", \"asin\": \"B0DW8ZW47C\", \"price\": \"$299.99\", \"quantity\": \"\"},\n {\"title\": \"SABRENT Rocket 5 4TB Advanced Performance Internal M.2 PCIe GEN 5 14GB/s X4 NVMe SSD (SB-RKT5-4TB)\", \"asin\": \"B0CXVBNL5T\", \"price\": \"$619.99\", \"quantity\": \"\"},\n {\"title\": \"Seagate IronWolf Pro, 8 TB, Enterprise NAS Internal HDD \\u2013CMR 3.5 Inch, SATA 6 Gb/s, 7,200 RPM, 256 MB Cache for RAID Network Attached Storage (ST8000NT001)\", \"asin\": \"B0B94M13NH\", \"price\": \"$199.99\", \"quantity\": \"\"},\n {\"title\": \"Transcend 2TB M.2 2280 PCIe Gen4x4 SSD, Up to 7,400MB/s, NVMe Internal SSD with Graphene Heatsink w/Heat Control, Upgrade Storage for PC, Laptops, Memory Expansion for Gaming - TS2TMTE255S\", \"asin\": \"B0DWSCW59P\", \"price\": \"$139.90\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Toshiba N300 PRO 22TB Large-Sized Business NAS (up to 24 Bays) 3.5-Inch Internal Hard Drive - Up to 300 TB/Year Workload Rate CMR SATA 6 Gb/s 7200 RPM 512 MB Cache - HDWG62CXZSTB\",\n \"asin\": \"B0CYQJPN96\"\n},\n {\n \"title\": \"Toshiba X300 PRO 22TB High Workload Performance for Creative Professionals 3.5-Inch Internal Hard Drive \\u2013 Up to 300 TB/Year Workload Rate CMR SATA 6 Gb/s 7200 RPM 512 MB Cache - HDWR62CXZSTB\",\n \"asin\": \"B0CYQQXSSF\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Toshiba N300 PRO 16TB Large-Sized Business NAS (up to 24 bays) 3.5-Inch Internal Hard Drive - Up to 300 TB/year Workload Rate CMR SATA 6 GB/s 7200 RPM 512 MB Cache - HDWG51GXZSTB\", \"asin\": \"B09TQ6ZZPV\", \"price\": \"$328.99\", \"delivery\": \"FREE delivery Tue, Apr 8 Only 5 left in stock (more on the way).\"},\n {\"title\": \"Crucial P310 1TB 2280 PCIe Gen4 3D NAND NVMe M.2 SSD \\u2013 Up to 7,100 MB/s \\u2013 Shift up to Gen4, with Acronis Offer, Internal Solid State Drive (PC) \\u2013 CT1000P310SSD801\", \"asin\": \"B0DC8VPSHV\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Samsung 2TB 990 EVO Plus Internal PCIe SSD Hard Drive MZ-V9S2T0B/AM\", \"asin\": \"B0DHLCRF91\", \"price\": \"$139.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$279.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n {\"title\": \"Crucial BX500 1TB 3D NAND SATA 2.5-Inch Internal SSD, up to 540MB/s - CT1000BX500SSD1, Solid State Drive\", \"asin\": \"B07YD579WM\", \"price\": \"$61.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"WD_BLACK 1TB SN7100 NVMe Internal Gaming SSD Solid State Drive - Gen4 PCIe, M.2 2280, Up to 7,250 MB/s - WDS100T4X0E\", \"asin\": \"B0DN7CYYSD\", \"price\": \"$79.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Vansuny 2TB SATA III SSD Internal Solid State Hard Drive 2.5\\u201d Internal Drive Advanced 3D NAND Flash Up to 500MB/s SSD Hard Drive for PC Laptop Desktop\", \"asin\": \"B0DY7GHSTZ\", \"price\": \"$89.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7 Only 9 left in stock - order soon.\"},\n {\"title\": \"SAMSUNG 870 EVO SATA III SSD 1TB 2.5\\u201d Internal Solid State Drive, Upgrade PC or Laptop Memory and Storage for IT Pros, Creators, Everyday Users, MZ-77E1T0B/AM\", \"asin\": \"B08QBJ2YMG\", \"price\": \"$99.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Kingston NV3 1TB M.2 2280 NVMe SSD \| PCIe 4.0 Gen 4x4 \| Up to 6000 MB/s \| SNV3S/1000G\", \"asin\": \"B0DBR3DZWG\", \"price\": \"$56.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SanDisk 2TB Extreme Portable SSD - Up to 1050MB/s, USB-C, USB 3.2 Gen 2, IP65 Water and Dust Resistance, Updated Firmware - External Solid State Drive - SDSSDE61-2T00-G25\", \"asin\": \"B08HN37XC1\", \"price\": \"$136.45\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Crucial P310 1TB 2280 PCIe Gen4 3D NAND NVMe M.2 SSD \\u2013 Up to 7,100 MB/s \\u2013 Shift up to Gen4, with Acronis Offer, Internal Solid State Drive (PC) \\u2013 CT1000P310SSD801\", \"asin\": \"B0DC8VPSHV\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"SABRENT 2TB Rocket 4 Plus NVMe 4.0 Gen4 PCIe M.2 Internal SSD Extreme Performance Solid State Drive R/W 7100/6600MB/s (Latest Version) (SB-RKT4P-2TB)\", \"asin\": \"B08P2CG4JK\", \"price\": \"$186.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Western Digital 2TB WD Blue SN5000 NVMe Internal Solid State Drive SSD - PCIe Gen 4.0, M.2 2280, Up to 5,150 MB/s - WDS200T4B0E\", \"asin\": \"B0D7MKYNLX\", \"price\": \"$109.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Crucial P3 Plus 1TB PCIe Gen4 3D NAND NVMe M.2 SSD, up to 5000MB/s - CT1000P3PSSD8\", \"asin\": \"B0B25NXWC7\", \"price\": \"$60.75\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Crucial P3 1TB PCIe Gen3 3D NAND NVMe M.2 SSD, up to 3500MB/s - CT1000P3SSD8\", \"asin\": \"B0B25LZGGW\", \"price\": \"$59.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SAMSUNG SSD T7 Portable External Solid State Drive 2TB, USB 3.2 Gen 2, Reliable Storage for Gaming, Students, Professionals, MU-PC2T0T/AM, Gray\", \"asin\": \"B0874XWW23\", \"price\": \"$139.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Seagate IronWolf Pro, 8 TB, Enterprise NAS Internal HDD \\u2013CMR 3.5 Inch, SATA 6 Gb/s, 7,200 RPM, 256 MB Cache for RAID Network Attached Storage (ST8000NT001)\", \"asin\": \"B0B94M13NH\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Apr 14 - 17 for Prime members\"},\n {\"title\": \"Kingston 480GB A400 SATA 3 2.5\\\" Internal SSD SA400S37/480G - HDD Replacement for Increase Performance\", \"asin\": \"B01N0TQPQB\", \"price\": \"$35.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"PNY CS900 250GB 3D NAND 2.5\\\" SATA III Internal Solid State Drive (SSD) - (SSD7CS900-250-RB)\", \"asin\": \"B07XZLW68F\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Predator M.2 SSD 2TB GM7000 with DRAM Cache NVMe 1.4 2280 PCIe Gen4\\u00d74 Ultra high Speed (Maximum Read: 7400MB/s, max Write: 6700MB/s) 3D NAND TLC Internal SSD Compatible with PS5 Pro - BL.9BWWR.106\", \"asin\": \"B09F5W62N8\", \"price\": \"$132.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SP 512GB SSD 3D NAND A55 SLC Cache Performance Boost SATA III 2.5\\\" 7mm (0.28\\\") Internal Solid State Drive (SP512GBSS3A55S25)\", \"asin\": \"B07997QV4Z\", \"price\": \"$31.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"CyberPower CP1500PFCLCD PFC Sinewave UPS System, 1500VA/1000W, 12 Outlets, AVR, Mini Tower,Black\", \"asin\": \"B00429N19W\", \"price\": \"$219.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T04:21:21.627Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-06T04:21:21.627Z	click	quantity	rule	2025-04-06T04:21:21.627Z	train	1,196	2025-04-06T04:21:21.627Z	click	quantity	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} <\|memory_end\|> <\|action_start\|> <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "ssd" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black", "asin": "B0CHGT1KFJ", "price": "$279.99", "quantity": "1"}, {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. 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10 PM"}, {"title": "SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black", "asin": "B0CHGT1KFJ", "price": "$279.99", "delivery": "FREE delivery Sat, Apr 12 for Prime members"}, {"title": "Crucial BX500 1TB 3D NAND SATA 2.5-Inch Internal SSD, up to 540MB/s - CT1000BX500SSD1, Solid State Drive", "asin": "B07YD579WM", "price": "$61.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "WD_BLACK 1TB SN7100 NVMe Internal Gaming SSD Solid State Drive - Gen4 PCIe, M.2 2280, Up to 7,250 MB/s - WDS100T4X0E", "asin": "B0DN7CYYSD", "price": "$79.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Vansuny 2TB SATA III SSD Internal Solid State Hard Drive 2.5\u201d Internal Drive Advanced 3D NAND Flash Up to 500MB/s SSD Hard Drive for PC Laptop Desktop", "asin": "B0DY7GHSTZ", "price": "$89.99", "delivery": " Two-Day FREE delivery Mon, Apr 7 Only 9 left in stock - order soon."}, {"title": "SAMSUNG 870 EVO SATA III SSD 1TB 2.5\u201d Internal Solid State Drive, Upgrade PC or Laptop Memory and Storage for IT Pros, Creators, Everyday Users, MZ-77E1T0B/AM", "asin": "B08QBJ2YMG", "price": "$99.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Kingston NV3 1TB M.2 2280 NVMe SSD \| PCIe 4.0 Gen 4x4 \| Up to 6000 MB/s \| SNV3S/1000G", "asin": "B0DBR3DZWG", "price": "$56.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "SanDisk 2TB Extreme Portable SSD - Up to 1050MB/s, USB-C, USB 3.2 Gen 2, IP65 Water and Dust Resistance, Updated Firmware - External Solid State Drive - SDSSDE61-2T00-G25", "asin": "B08HN37XC1", "price": "$136.45", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Crucial P310 1TB 2280 PCIe Gen4 3D NAND NVMe M.2 SSD \u2013 Up to 7,100 MB/s \u2013 Shift up to Gen4, with Acronis Offer, Internal Solid State Drive (PC) \u2013 CT1000P310SSD801", "asin": "B0DC8VPSHV", "price": "$64.99", "delivery": " Two-Day FREE delivery Mon, Apr 7"}, {"title": "SABRENT 2TB Rocket 4 Plus NVMe 4.0 Gen4 PCIe M.2 Internal SSD Extreme Performance Solid State Drive R/W 7100/6600MB/s (Latest Version) (SB-RKT4P-2TB)", "asin": "B08P2CG4JK", "price": "$186.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Western Digital 2TB WD Blue SN5000 NVMe Internal Solid State Drive SSD - PCIe Gen 4.0, M.2 2280, Up to 5,150 MB/s - WDS200T4B0E", "asin": "B0D7MKYNLX", "price": "$109.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Crucial P3 Plus 1TB PCIe Gen4 3D NAND NVMe M.2 SSD, up to 5000MB/s - CT1000P3PSSD8", "asin": "B0B25NXWC7", "price": "$60.75", "delivery": " Two-Day FREE delivery Mon, Apr 7"}, {"title": "Crucial P3 1TB PCIe Gen3 3D NAND NVMe M.2 SSD, up to 3500MB/s - CT1000P3SSD8", "asin": "B0B25LZGGW", "price": "$59.74", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "SAMSUNG SSD T7 Portable External Solid State Drive 2TB, USB 3.2 Gen 2, Reliable Storage for Gaming, Students, Professionals, MU-PC2T0T/AM, Gray", "asin": "B0874XWW23", "price": "$139.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Seagate IronWolf Pro, 8 TB, Enterprise NAS Internal HDD \u2013CMR 3.5 Inch, SATA 6 Gb/s, 7,200 RPM, 256 MB Cache for RAID Network Attached Storage (ST8000NT001)", "asin": "B0B94M13NH", "price": "$199.99", "delivery": "FREE delivery Apr 14 - 17 for Prime members"}, {"title": "Kingston 480GB A400 SATA 3 2.5\" Internal SSD SA400S37/480G - HDD Replacement for Increase Performance", "asin": "B01N0TQPQB", "price": "$35.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "PNY CS900 250GB 3D NAND 2.5\" SATA III Internal Solid State Drive (SSD) - (SSD7CS900-250-RB)", "asin": "B07XZLW68F", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Predator M.2 SSD 2TB GM7000 with DRAM Cache NVMe 1.4 2280 PCIe Gen4\u00d74 Ultra high Speed (Maximum Read: 7400MB/s, max Write: 6700MB/s) 3D NAND TLC Internal SSD Compatible with PS5 Pro - BL.9BWWR.106", "asin": "B09F5W62N8", "price": "$132.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "SP 512GB SSD 3D NAND A55 SLC Cache Performance Boost SATA III 2.5\" 7mm (0.28\") Internal Solid State Drive (SP512GBSS3A55S25)", "asin": "B07997QV4Z", "price": "$31.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "CyberPower CP1500PFCLCD PFC Sinewave UPS System, 1500VA/1000W, 12 Outlets, AVR, Mini Tower,Black", "asin": "B00429N19W", "price": "$219.95", "delivery": " Two-Day FREE delivery Mon, Apr 7"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T04:21:21.627Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>", "index": 1196, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", 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Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$279.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n {\"title\": \"Crucial BX500 1TB 3D NAND SATA 2.5-Inch Internal SSD, up to 540MB/s - CT1000BX500SSD1, Solid State Drive\", \"asin\": \"B07YD579WM\", \"price\": \"$61.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"WD_BLACK 1TB SN7100 NVMe Internal Gaming SSD Solid State Drive - Gen4 PCIe, M.2 2280, Up to 7,250 MB/s - WDS100T4X0E\", \"asin\": \"B0DN7CYYSD\", \"price\": \"$79.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Vansuny 2TB SATA III SSD Internal Solid State Hard Drive 2.5\\u201d Internal Drive Advanced 3D NAND Flash Up to 500MB/s SSD Hard Drive for PC Laptop Desktop\", \"asin\": \"B0DY7GHSTZ\", \"price\": \"$89.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7 Only 9 left in stock - order soon.\"},\n {\"title\": \"SAMSUNG 870 EVO SATA III SSD 1TB 2.5\\u201d Internal Solid State Drive, Upgrade PC or Laptop Memory and Storage for IT Pros, Creators, Everyday Users, MZ-77E1T0B/AM\", \"asin\": \"B08QBJ2YMG\", \"price\": \"$99.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Kingston NV3 1TB M.2 2280 NVMe SSD \| PCIe 4.0 Gen 4x4 \| Up to 6000 MB/s \| SNV3S/1000G\", \"asin\": \"B0DBR3DZWG\", \"price\": \"$56.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SanDisk 2TB Extreme Portable SSD - Up to 1050MB/s, USB-C, USB 3.2 Gen 2, IP65 Water and Dust Resistance, Updated Firmware - External Solid State Drive - SDSSDE61-2T00-G25\", \"asin\": \"B08HN37XC1\", \"price\": \"$136.45\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Crucial P310 1TB 2280 PCIe Gen4 3D NAND NVMe M.2 SSD \\u2013 Up to 7,100 MB/s \\u2013 Shift up to Gen4, with Acronis Offer, Internal Solid State Drive (PC) \\u2013 CT1000P310SSD801\", \"asin\": \"B0DC8VPSHV\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"SABRENT 2TB Rocket 4 Plus NVMe 4.0 Gen4 PCIe M.2 Internal SSD Extreme Performance Solid State Drive R/W 7100/6600MB/s (Latest Version) (SB-RKT4P-2TB)\", \"asin\": \"B08P2CG4JK\", \"price\": \"$186.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Western Digital 2TB WD Blue SN5000 NVMe Internal Solid State Drive SSD - PCIe Gen 4.0, M.2 2280, Up to 5,150 MB/s - WDS200T4B0E\", \"asin\": \"B0D7MKYNLX\", \"price\": \"$109.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Crucial P3 Plus 1TB PCIe Gen4 3D NAND NVMe M.2 SSD, up to 5000MB/s - CT1000P3PSSD8\", \"asin\": \"B0B25NXWC7\", \"price\": \"$60.75\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Crucial P3 1TB PCIe Gen3 3D NAND NVMe M.2 SSD, up to 3500MB/s - CT1000P3SSD8\", \"asin\": \"B0B25LZGGW\", \"price\": \"$59.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SAMSUNG SSD T7 Portable External Solid State Drive 2TB, USB 3.2 Gen 2, Reliable Storage for Gaming, Students, Professionals, MU-PC2T0T/AM, Gray\", \"asin\": \"B0874XWW23\", \"price\": \"$139.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Seagate IronWolf Pro, 8 TB, Enterprise NAS Internal HDD \\u2013CMR 3.5 Inch, SATA 6 Gb/s, 7,200 RPM, 256 MB Cache for RAID Network Attached Storage (ST8000NT001)\", \"asin\": \"B0B94M13NH\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Apr 14 - 17 for Prime members\"},\n {\"title\": \"Kingston 480GB A400 SATA 3 2.5\\\" Internal SSD SA400S37/480G - HDD Replacement for Increase Performance\", \"asin\": \"B01N0TQPQB\", \"price\": \"$35.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"PNY CS900 250GB 3D NAND 2.5\\\" SATA III Internal Solid State Drive (SSD) - (SSD7CS900-250-RB)\", \"asin\": \"B07XZLW68F\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Predator M.2 SSD 2TB GM7000 with DRAM Cache NVMe 1.4 2280 PCIe Gen4\\u00d74 Ultra high Speed (Maximum Read: 7400MB/s, max Write: 6700MB/s) 3D NAND TLC Internal SSD Compatible with PS5 Pro - BL.9BWWR.106\", \"asin\": \"B09F5W62N8\", \"price\": \"$132.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SP 512GB SSD 3D NAND A55 SLC Cache Performance Boost SATA III 2.5\\\" 7mm (0.28\\\") Internal Solid State Drive (SP512GBSS3A55S25)\", \"asin\": \"B07997QV4Z\", \"price\": \"$31.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"CyberPower CP1500PFCLCD PFC Sinewave UPS System, 1500VA/1000W, 12 Outlets, AVR, Mini Tower,Black\", \"asin\": \"B00429N19W\", \"price\": \"$219.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T04:21:21.627Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"ssd\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n {\"asin\": \"B0BHJJ9Y77\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"SABRENT Rocket 5 4TB Advanced Performance Internal M.2 PCIe GEN 5 14GB/s X4 NVMe SSD (SB-RKT5-4TB)\", \"asin\": \"B0CXVBNL5T\", \"price\": \"$619.99\", \"quantity\": \"\"},\n {\"title\": \"Crucial P310 1TB 2280 PCIe Gen4 3D NAND NVMe M.2 SSD \\u2013 Up to 7,100 MB/s \\u2013 Shift up to Gen4, with Acronis Offer, Internal Solid State Drive (PC) \\u2013 CT1000P310SSD801\", \"asin\": \"B0DC8VPSHV\", \"price\": \"$64.99\", \"quantity\": \"\"},\n {\"title\": \"Seagate IronWolf Pro, 8 TB, Enterprise NAS Internal HDD \\u2013CMR 3.5 Inch, SATA 6 Gb/s, 7,200 RPM, 256 MB Cache for RAID Network Attached Storage (ST8000NT001)\", \"asin\": \"B0B94M13NH\", \"price\": \"$199.99\", \"quantity\": \"\"},\n {\"title\": \"Toshiba N300 PRO 16TB Large-Sized Business NAS (up to 24 bays) 3.5-Inch Internal Hard Drive - Up to 300 TB/year Workload Rate CMR SATA 6 GB/s 7200 RPM 512 MB Cache - HDWG51GXZSTB\", \"asin\": \"B09TQ6ZZPV\", \"price\": \"$328.99\", \"quantity\": \"\"},\n {\"title\": \"SABRENT Rocket 4, 1TB PCIe 4.0 NVMe SSD \\u2013 7400MB/s Read, 6400MB/s Write, Gen4 SSD for Desktops, Laptops, and PS5, High-Speed Performance with Low Heat, for Gaming and System Builders (SB-RKT4L-1TB)\", \"asin\": \"B0CZJWSFGS\", \"price\": \"$84.99\", \"quantity\": \"\"},\n {\"title\": \"Toshiba N300 PRO 16TB Large-Sized Business NAS (up to 24 bays) 3.5-Inch Internal Hard Drive - Up to 300 TB/year Workload Rate CMR SATA 6 GB/s 7200 RPM 512 MB Cache - HDWG51GXZSTB\", \"asin\": \"B09TQ6ZZPV\", \"price\": \"$328.99\", \"quantity\": \"\"},\n {\"title\": \"Seagate Expansion Desktop 22TB, Externe Harde Schijf, 3.5\\\", PC & Laptop, USB 3.0, Data Rescue Service (STKP22000400)\", \"asin\": \"B0DW8ZW47C\", \"price\": \"$299.99\", \"quantity\": \"\"},\n {\"title\": \"SABRENT Rocket 5 4TB Advanced Performance Internal M.2 PCIe GEN 5 14GB/s X4 NVMe SSD (SB-RKT5-4TB)\", \"asin\": \"B0CXVBNL5T\", \"price\": \"$619.99\", \"quantity\": \"\"},\n {\"title\": \"Seagate IronWolf Pro, 8 TB, Enterprise NAS Internal HDD \\u2013CMR 3.5 Inch, SATA 6 Gb/s, 7,200 RPM, 256 MB Cache for RAID Network Attached Storage (ST8000NT001)\", \"asin\": \"B0B94M13NH\", \"price\": \"$199.99\", \"quantity\": \"\"},\n {\"title\": \"Transcend 2TB M.2 2280 PCIe Gen4x4 SSD, Up to 7,400MB/s, NVMe Internal SSD with Graphene Heatsink w/Heat Control, Upgrade Storage for PC, Laptops, Memory Expansion for Gaming - TS2TMTE255S\", \"asin\": \"B0DWSCW59P\", \"price\": \"$139.90\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Toshiba N300 PRO 22TB Large-Sized Business NAS (up to 24 Bays) 3.5-Inch Internal Hard Drive - Up to 300 TB/Year Workload Rate CMR SATA 6 Gb/s 7200 RPM 512 MB Cache - HDWG62CXZSTB\",\n \"asin\": \"B0CYQJPN96\"\n},\n {\n \"title\": \"Toshiba X300 PRO 22TB High Workload Performance for Creative Professionals 3.5-Inch Internal Hard Drive \\u2013 Up to 300 TB/Year Workload Rate CMR SATA 6 Gb/s 7200 RPM 512 MB Cache - HDWR62CXZSTB\",\n \"asin\": \"B0CYQQXSSF\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Toshiba N300 PRO 16TB Large-Sized Business NAS (up to 24 bays) 3.5-Inch Internal Hard Drive - Up to 300 TB/year Workload Rate CMR SATA 6 GB/s 7200 RPM 512 MB Cache - HDWG51GXZSTB\", \"asin\": \"B09TQ6ZZPV\", \"price\": \"$328.99\", \"delivery\": \"FREE delivery Tue, Apr 8 Only 5 left in stock (more on the way).\"},\n {\"title\": \"Crucial P310 1TB 2280 PCIe Gen4 3D NAND NVMe M.2 SSD \\u2013 Up to 7,100 MB/s \\u2013 Shift up to Gen4, with Acronis Offer, Internal Solid State Drive (PC) \\u2013 CT1000P310SSD801\", \"asin\": \"B0DC8VPSHV\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Samsung 2TB 990 EVO Plus Internal PCIe SSD Hard Drive MZ-V9S2T0B/AM\", \"asin\": \"B0DHLCRF91\", \"price\": \"$139.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$279.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n {\"title\": \"Crucial BX500 1TB 3D NAND SATA 2.5-Inch Internal SSD, up to 540MB/s - CT1000BX500SSD1, Solid State Drive\", \"asin\": \"B07YD579WM\", \"price\": \"$61.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"WD_BLACK 1TB SN7100 NVMe Internal Gaming SSD Solid State Drive - Gen4 PCIe, M.2 2280, Up to 7,250 MB/s - WDS100T4X0E\", \"asin\": \"B0DN7CYYSD\", \"price\": \"$79.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Vansuny 2TB SATA III SSD Internal Solid State Hard Drive 2.5\\u201d Internal Drive Advanced 3D NAND Flash Up to 500MB/s SSD Hard Drive for PC Laptop Desktop\", \"asin\": \"B0DY7GHSTZ\", \"price\": \"$89.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7 Only 9 left in stock - order soon.\"},\n {\"title\": \"SAMSUNG 870 EVO SATA III SSD 1TB 2.5\\u201d Internal Solid State Drive, Upgrade PC or Laptop Memory and Storage for IT Pros, Creators, Everyday Users, MZ-77E1T0B/AM\", \"asin\": \"B08QBJ2YMG\", \"price\": \"$99.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Kingston NV3 1TB M.2 2280 NVMe SSD \| PCIe 4.0 Gen 4x4 \| Up to 6000 MB/s \| SNV3S/1000G\", \"asin\": \"B0DBR3DZWG\", \"price\": \"$56.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SanDisk 2TB Extreme Portable SSD - Up to 1050MB/s, USB-C, USB 3.2 Gen 2, IP65 Water and Dust Resistance, Updated Firmware - External Solid State Drive - SDSSDE61-2T00-G25\", \"asin\": \"B08HN37XC1\", \"price\": \"$136.45\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Crucial P310 1TB 2280 PCIe Gen4 3D NAND NVMe M.2 SSD \\u2013 Up to 7,100 MB/s \\u2013 Shift up to Gen4, with Acronis Offer, Internal Solid State Drive (PC) \\u2013 CT1000P310SSD801\", \"asin\": \"B0DC8VPSHV\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"SABRENT 2TB Rocket 4 Plus NVMe 4.0 Gen4 PCIe M.2 Internal SSD Extreme Performance Solid State Drive R/W 7100/6600MB/s (Latest Version) (SB-RKT4P-2TB)\", \"asin\": \"B08P2CG4JK\", \"price\": \"$186.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Western Digital 2TB WD Blue SN5000 NVMe Internal Solid State Drive SSD - PCIe Gen 4.0, M.2 2280, Up to 5,150 MB/s - WDS200T4B0E\", \"asin\": \"B0D7MKYNLX\", \"price\": \"$109.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Crucial P3 Plus 1TB PCIe Gen4 3D NAND NVMe M.2 SSD, up to 5000MB/s - CT1000P3PSSD8\", \"asin\": \"B0B25NXWC7\", \"price\": \"$60.75\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Crucial P3 1TB PCIe Gen3 3D NAND NVMe M.2 SSD, up to 3500MB/s - CT1000P3SSD8\", \"asin\": \"B0B25LZGGW\", \"price\": \"$59.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SAMSUNG SSD T7 Portable External Solid State Drive 2TB, USB 3.2 Gen 2, Reliable Storage for Gaming, Students, Professionals, MU-PC2T0T/AM, Gray\", \"asin\": \"B0874XWW23\", \"price\": \"$139.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Seagate IronWolf Pro, 8 TB, Enterprise NAS Internal HDD \\u2013CMR 3.5 Inch, SATA 6 Gb/s, 7,200 RPM, 256 MB Cache for RAID Network Attached Storage (ST8000NT001)\", \"asin\": \"B0B94M13NH\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Apr 14 - 17 for Prime members\"},\n {\"title\": \"Kingston 480GB A400 SATA 3 2.5\\\" Internal SSD SA400S37/480G - HDD Replacement for Increase Performance\", \"asin\": \"B01N0TQPQB\", \"price\": \"$35.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"PNY CS900 250GB 3D NAND 2.5\\\" SATA III Internal Solid State Drive (SSD) - (SSD7CS900-250-RB)\", \"asin\": \"B07XZLW68F\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Predator M.2 SSD 2TB GM7000 with DRAM Cache NVMe 1.4 2280 PCIe Gen4\\u00d74 Ultra high Speed (Maximum Read: 7400MB/s, max Write: 6700MB/s) 3D NAND TLC Internal SSD Compatible with PS5 Pro - BL.9BWWR.106\", \"asin\": \"B09F5W62N8\", \"price\": \"$132.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SP 512GB SSD 3D NAND A55 SLC Cache Performance Boost SATA III 2.5\\\" 7mm (0.28\\\") Internal Solid State Drive (SP512GBSS3A55S25)\", \"asin\": \"B07997QV4Z\", \"price\": \"$31.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"CyberPower CP1500PFCLCD PFC Sinewave UPS System, 1500VA/1000W, 12 Outlets, AVR, Mini Tower,Black\", \"asin\": \"B00429N19W\", \"price\": \"$219.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T04:21:24.530Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-06T04:21:24.530Z	click_product	B0CHGT1KFJ	rule	2025-04-06T04:21:24.530Z	train	1,197	2025-04-06T04:21:24.530Z	click_product	B0CHGT1KFJ	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "ssd" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. 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10 PM"}, {"title": "SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black", "asin": "B0CHGT1KFJ", "price": "$279.99", "delivery": "FREE delivery Sat, Apr 12 for Prime members"}, {"title": "Crucial BX500 1TB 3D NAND SATA 2.5-Inch Internal SSD, up to 540MB/s - CT1000BX500SSD1, Solid State Drive", "asin": "B07YD579WM", "price": "$61.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "WD_BLACK 1TB SN7100 NVMe Internal Gaming SSD Solid State Drive - Gen4 PCIe, M.2 2280, Up to 7,250 MB/s - WDS100T4X0E", "asin": "B0DN7CYYSD", "price": "$79.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Vansuny 2TB SATA III SSD Internal Solid State Hard Drive 2.5\u201d Internal Drive Advanced 3D NAND Flash Up to 500MB/s SSD Hard Drive for PC Laptop Desktop", "asin": "B0DY7GHSTZ", "price": "$89.99", "delivery": " Two-Day FREE delivery Mon, Apr 7 Only 9 left in stock - order soon."}, {"title": "SAMSUNG 870 EVO SATA III SSD 1TB 2.5\u201d Internal Solid State Drive, Upgrade PC or Laptop Memory and Storage for IT Pros, Creators, Everyday Users, MZ-77E1T0B/AM", "asin": "B08QBJ2YMG", "price": "$99.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Kingston NV3 1TB M.2 2280 NVMe SSD \| PCIe 4.0 Gen 4x4 \| Up to 6000 MB/s \| SNV3S/1000G", "asin": "B0DBR3DZWG", "price": "$56.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "SanDisk 2TB Extreme Portable SSD - Up to 1050MB/s, USB-C, USB 3.2 Gen 2, IP65 Water and Dust Resistance, Updated Firmware - External Solid State Drive - SDSSDE61-2T00-G25", "asin": "B08HN37XC1", "price": "$136.45", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Crucial P310 1TB 2280 PCIe Gen4 3D NAND NVMe M.2 SSD \u2013 Up to 7,100 MB/s \u2013 Shift up to Gen4, with Acronis Offer, Internal Solid State Drive (PC) \u2013 CT1000P310SSD801", "asin": "B0DC8VPSHV", "price": "$64.99", "delivery": " Two-Day FREE delivery Mon, Apr 7"}, {"title": "SABRENT 2TB Rocket 4 Plus NVMe 4.0 Gen4 PCIe M.2 Internal SSD Extreme Performance Solid State Drive R/W 7100/6600MB/s (Latest Version) (SB-RKT4P-2TB)", "asin": "B08P2CG4JK", "price": "$186.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Western Digital 2TB WD Blue SN5000 NVMe Internal Solid State Drive SSD - PCIe Gen 4.0, M.2 2280, Up to 5,150 MB/s - WDS200T4B0E", "asin": "B0D7MKYNLX", "price": "$109.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Crucial P3 Plus 1TB PCIe Gen4 3D NAND NVMe M.2 SSD, up to 5000MB/s - CT1000P3PSSD8", "asin": "B0B25NXWC7", "price": "$60.75", "delivery": " Two-Day FREE delivery Mon, Apr 7"}, {"title": "Crucial P3 1TB PCIe Gen3 3D NAND NVMe M.2 SSD, up to 3500MB/s - CT1000P3SSD8", "asin": "B0B25LZGGW", "price": "$59.74", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "SAMSUNG SSD T7 Portable External Solid State Drive 2TB, USB 3.2 Gen 2, Reliable Storage for Gaming, Students, Professionals, MU-PC2T0T/AM, Gray", "asin": "B0874XWW23", "price": "$139.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Seagate IronWolf Pro, 8 TB, Enterprise NAS Internal HDD \u2013CMR 3.5 Inch, SATA 6 Gb/s, 7,200 RPM, 256 MB Cache for RAID Network Attached Storage (ST8000NT001)", "asin": "B0B94M13NH", "price": "$199.99", "delivery": "FREE delivery Apr 14 - 17 for Prime members"}, {"title": "Kingston 480GB A400 SATA 3 2.5\" Internal SSD SA400S37/480G - HDD Replacement for Increase Performance", "asin": "B01N0TQPQB", "price": "$35.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "PNY CS900 250GB 3D NAND 2.5\" SATA III Internal Solid State Drive (SSD) - (SSD7CS900-250-RB)", "asin": "B07XZLW68F", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Predator M.2 SSD 2TB GM7000 with DRAM Cache NVMe 1.4 2280 PCIe Gen4\u00d74 Ultra high Speed (Maximum Read: 7400MB/s, max Write: 6700MB/s) 3D NAND TLC Internal SSD Compatible with PS5 Pro - BL.9BWWR.106", "asin": "B09F5W62N8", "price": "$132.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "SP 512GB SSD 3D NAND A55 SLC Cache Performance Boost SATA III 2.5\" 7mm (0.28\") Internal Solid State Drive (SP512GBSS3A55S25)", "asin": "B07997QV4Z", "price": "$31.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "CyberPower CP1500PFCLCD PFC Sinewave UPS System, 1500VA/1000W, 12 Outlets, AVR, Mini Tower,Black", "asin": "B00429N19W", "price": "$219.95", "delivery": " Two-Day FREE delivery Mon, Apr 7"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T04:21:24.530Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click_product</answer_action><answer_argument>B0CHGT1KFJ</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click_product</answer_action><answer_argument>B0CHGT1KFJ</answer_argument>", "index": 1197, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", 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Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$279.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n {\"title\": \"Crucial BX500 1TB 3D NAND SATA 2.5-Inch Internal SSD, up to 540MB/s - CT1000BX500SSD1, Solid State Drive\", \"asin\": \"B07YD579WM\", \"price\": \"$61.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"WD_BLACK 1TB SN7100 NVMe Internal Gaming SSD Solid State Drive - Gen4 PCIe, M.2 2280, Up to 7,250 MB/s - WDS100T4X0E\", \"asin\": \"B0DN7CYYSD\", \"price\": \"$79.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Vansuny 2TB SATA III SSD Internal Solid State Hard Drive 2.5\\u201d Internal Drive Advanced 3D NAND Flash Up to 500MB/s SSD Hard Drive for PC Laptop Desktop\", \"asin\": \"B0DY7GHSTZ\", \"price\": \"$89.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7 Only 9 left in stock - order soon.\"},\n {\"title\": \"SAMSUNG 870 EVO SATA III SSD 1TB 2.5\\u201d Internal Solid State Drive, Upgrade PC or Laptop Memory and Storage for IT Pros, Creators, Everyday Users, MZ-77E1T0B/AM\", \"asin\": \"B08QBJ2YMG\", \"price\": \"$99.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Kingston NV3 1TB M.2 2280 NVMe SSD \| PCIe 4.0 Gen 4x4 \| Up to 6000 MB/s \| SNV3S/1000G\", \"asin\": \"B0DBR3DZWG\", \"price\": \"$56.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SanDisk 2TB Extreme Portable SSD - Up to 1050MB/s, USB-C, USB 3.2 Gen 2, IP65 Water and Dust Resistance, Updated Firmware - External Solid State Drive - SDSSDE61-2T00-G25\", \"asin\": \"B08HN37XC1\", \"price\": \"$136.45\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Crucial P310 1TB 2280 PCIe Gen4 3D NAND NVMe M.2 SSD \\u2013 Up to 7,100 MB/s \\u2013 Shift up to Gen4, with Acronis Offer, Internal Solid State Drive (PC) \\u2013 CT1000P310SSD801\", \"asin\": \"B0DC8VPSHV\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"SABRENT 2TB Rocket 4 Plus NVMe 4.0 Gen4 PCIe M.2 Internal SSD Extreme Performance Solid State Drive R/W 7100/6600MB/s (Latest Version) (SB-RKT4P-2TB)\", \"asin\": \"B08P2CG4JK\", \"price\": \"$186.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Western Digital 2TB WD Blue SN5000 NVMe Internal Solid State Drive SSD - PCIe Gen 4.0, M.2 2280, Up to 5,150 MB/s - WDS200T4B0E\", \"asin\": \"B0D7MKYNLX\", \"price\": \"$109.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Crucial P3 Plus 1TB PCIe Gen4 3D NAND NVMe M.2 SSD, up to 5000MB/s - CT1000P3PSSD8\", \"asin\": \"B0B25NXWC7\", \"price\": \"$60.75\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Crucial P3 1TB PCIe Gen3 3D NAND NVMe M.2 SSD, up to 3500MB/s - CT1000P3SSD8\", \"asin\": \"B0B25LZGGW\", \"price\": \"$59.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SAMSUNG SSD T7 Portable External Solid State Drive 2TB, USB 3.2 Gen 2, Reliable Storage for Gaming, Students, Professionals, MU-PC2T0T/AM, Gray\", \"asin\": \"B0874XWW23\", \"price\": \"$139.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Seagate IronWolf Pro, 8 TB, Enterprise NAS Internal HDD \\u2013CMR 3.5 Inch, SATA 6 Gb/s, 7,200 RPM, 256 MB Cache for RAID Network Attached Storage (ST8000NT001)\", \"asin\": \"B0B94M13NH\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Apr 14 - 17 for Prime members\"},\n {\"title\": \"Kingston 480GB A400 SATA 3 2.5\\\" Internal SSD SA400S37/480G - HDD Replacement for Increase Performance\", \"asin\": \"B01N0TQPQB\", \"price\": \"$35.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"PNY CS900 250GB 3D NAND 2.5\\\" SATA III Internal Solid State Drive (SSD) - (SSD7CS900-250-RB)\", \"asin\": \"B07XZLW68F\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Predator M.2 SSD 2TB GM7000 with DRAM Cache NVMe 1.4 2280 PCIe Gen4\\u00d74 Ultra high Speed (Maximum Read: 7400MB/s, max Write: 6700MB/s) 3D NAND TLC Internal SSD Compatible with PS5 Pro - BL.9BWWR.106\", \"asin\": \"B09F5W62N8\", \"price\": \"$132.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"SP 512GB SSD 3D NAND A55 SLC Cache Performance Boost SATA III 2.5\\\" 7mm (0.28\\\") Internal Solid State Drive (SP512GBSS3A55S25)\", \"asin\": \"B07997QV4Z\", \"price\": \"$31.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"CyberPower CP1500PFCLCD PFC Sinewave UPS System, 1500VA/1000W, 12 Outlets, AVR, Mini Tower,Black\", \"asin\": \"B00429N19W\", \"price\": \"$219.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T04:21:24.530Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"ssd\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CHGT1KFJ\"\n},\n {\n \"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\"\n},\n {\n \"price\": \"$279.99\"\n},\n {\n \"bullet_list\": \"Form factor: M.2. Dimensions: 0.87\\\"H x 3.15\\\"W x 0.1\\\"D. Internal solid-state drive with PCI Express interface. Keep personal files and confidential data restricted from hackers and thieves with 256-bit AES encryption. 5-year manufacturer limited warranty. Memory capacity: 4TB based on Samsung V-NAND TLC memory technology. Meets or exceeds the IEEE 1667 and S.M.A.R.T. standards. SSD provides read speeds up to 7450MB/s and write speeds up to 6900MB/s. SSD connects through PCI express 4.0 x4 (NVMe). Sold as 1 Each.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"990 PRO\"\n},\n {\n \"Capacity\": \"4TB\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T04:23:45.585Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-06T04:23:45.585Z	click	cart_side_bar	rule	2025-04-06T04:23:45.585Z	train	1,198	2025-04-06T04:23:45.585Z	click	cart_side_bar	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "ssd" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black", "asin": "B0CHGT1KFJ", "price": "$279.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0CHGT1KFJ" }, { "title": "SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black" }, { "price": "$279.99" }, { "bullet_list": "Form factor: M.2. Dimensions: 0.87\"H x 3.15\"W x 0.1\"D. Internal solid-state drive with PCI Express interface. Keep personal files and confidential data restricted from hackers and thieves with 256-bit AES encryption. 5-year manufacturer limited warranty. Memory capacity: 4TB based on Samsung V-NAND TLC memory technology. Meets or exceeds the IEEE 1667 and S.M.A.R.T. standards. SSD provides read speeds up to 7450MB/s and write speeds up to 6900MB/s. SSD connects through PCI express 4.0 x4 (NVMe). Sold as 1 Each." } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "990 PRO" }, { "Capacity": "4TB" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T04:23:45.585Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "index": 1198, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"ssd\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CHGT1KFJ\"\n},\n {\n \"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\"\n},\n {\n \"price\": \"$279.99\"\n},\n {\n \"bullet_list\": \"Form factor: M.2. Dimensions: 0.87\\\"H x 3.15\\\"W x 0.1\\\"D. Internal solid-state drive with PCI Express interface. Keep personal files and confidential data restricted from hackers and thieves with 256-bit AES encryption. 5-year manufacturer limited warranty. Memory capacity: 4TB based on Samsung V-NAND TLC memory technology. Meets or exceeds the IEEE 1667 and S.M.A.R.T. standards. SSD provides read speeds up to 7450MB/s and write speeds up to 6900MB/s. SSD connects through PCI express 4.0 x4 (NVMe). Sold as 1 Each.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"990 PRO\"\n},\n {\n \"Capacity\": \"4TB\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T04:23:45.585Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DD2LKVMD\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\"\n},\n {\n \"price\": \"$149.99\"\n},\n {\n \"bullet_list\": \"Trident Z5 Royal Neo Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 Royal Neo, Model: F5-6000J2836G16GX2-TR5NS 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory Memory kits will boot at the SPD speed with default BIOS settings with compatible hardware. For memory kits with AMD EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"\n},\n {\n \"bullet_list\": \" Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of EXPO or rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. Usage in any manner inconsistent with manufacturer specifications, warnings, designs, or recommendations will result lower speeds, system instability, or damage to the system or its components. \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"DDR5-6000 28-36-36-96 1.40V\"\n},\n {\n \"Color\": \"Silver\"\n},\n {\n \"Size\": \"32GB (2x16GB)\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T04:24:35.615Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-06T04:24:35.615Z	click	cart_side_bar	rule	2025-04-06T04:24:35.615Z	train	1,199	2025-04-06T04:24:35.615Z	click	cart_side_bar	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|memory_start\|> {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"} {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"} {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"} {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "} {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"} {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"} {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"} {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"} {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"} {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"} {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"} {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"} {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"} {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:09:56.770Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:12:43.436Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T05:14:09.532Z", "action": "click_product", "action_argument": "B09MR5HFPB"} {"timestamp": "2025-04-05T05:14:58.507Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:14:59.937Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:15:01.103Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T05:16:09.331Z", "action": "click_product", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:35.465Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:42.010Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:44.132Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:46.621Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-05T05:16:54.023Z", "action": "purchase", "action_argument": "B08SGM6F79"} {"timestamp": "2025-04-05T05:16:58.047Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:17:13.365Z", "action": "input", "action_argument": "anti static"} {"timestamp": "2025-04-05T05:18:26.288Z", "action": "click_product", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:18:36.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T05:18:40.079Z", "action": "purchase", "action_argument": "B01DP6RQYI"} {"timestamp": "2025-04-05T05:37:11.408Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T05:41:07.502Z", "action": "input", "action_argument": "tryx"} {"timestamp": "2025-04-05T05:41:07.613Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T05:48:33.144Z", "action": "click_product", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:03:48.549Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:06:42.461Z", "action": "purchase", "action_argument": "B0DLWGG85P"} {"timestamp": "2025-04-05T06:07:09.035Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:07:28.184Z", "action": "input", "action_argument": "lianli hydro"} {"timestamp": "2025-04-05T06:07:28.318Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-05T06:08:12.168Z", "action": "input", "action_argument": "lianli hydroshift 360"} {"timestamp": "2025-04-05T06:09:39.461Z", "action": "input", "action_argument": "rog 360"} {"timestamp": "2025-04-05T06:10:12.835Z", "action": "click_product", "action_argument": "B0BY3GTG48"} {"timestamp": "2025-04-05T06:10:18.089Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:11:01.297Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-05T06:11:18.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:11:46.999Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T06:13:23.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-05T06:30:59.168Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-05T06:31:05.803Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T06:32:18.493Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:23.053Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:25.693Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:28.265Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:29.780Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:35.196Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:37.438Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:42.981Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.151Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:44.900Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:49.388Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:32:57.613Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:00.156Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:01.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:03.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:07.806Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:09.179Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:10.446Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:11.901Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:13.213Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:16.940Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:18.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:20.886Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:25.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:26.698Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:27.681Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:40.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:33:48.697Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:00.501Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:01.469Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:02.557Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:06.295Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:13.491Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:15.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:18.404Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:19.687Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:20.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:22.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:24.256Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:26.084Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:27.337Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:29.339Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:31.544Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:37.327Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:38.250Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:39.314Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:51.600Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:34:53.865Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:02.955Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:04.207Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:08.137Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:09.593Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:19.916Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:22.898Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T06:35:24.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:23.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:25.492Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:35.467Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:37.100Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:54:38.293Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:03.215Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:06.778Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:10.356Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:11.278Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:13.558Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:14.465Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:15.269Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:16.633Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:18.561Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-05T15:55:29.793Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.510Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:32.967Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:33.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:34.189Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:37.392Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:47.015Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.135Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:48.680Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.294Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:49.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:57.679Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:55:59.505Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:18.687Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.265Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:19.918Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:23.779Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:56:24.612Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-05T15:57:32.385Z", "action": "click_product", "action_argument": "B0B99J7T35"} {"timestamp": "2025-04-05T15:57:38.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-05T15:58:01.291Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T01:15:36.138Z", "action": "input", "action_argument": "4090"} {"timestamp": "2025-04-06T01:16:37.956Z", "action": "click_product", "action_argument": "B0DYDY8KSC"} {"timestamp": "2025-04-06T01:16:54.724Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T01:17:08.141Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T01:17:12.941Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-06T04:19:06.755Z", "action": "input", "action_argument": "ssd"} {"timestamp": "2025-04-06T04:19:24.828Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:19:30.895Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:19:54.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-06T04:20:26.749Z", "action": "click_product", "action_argument": "B0DHLCRF91"} <\|memory_end\|> <\|action_start\|> {"timestamp": "2025-04-06T04:21:21.627Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T04:21:24.530Z", "action": "click_product", "action_argument": "B0CHGT1KFJ"} {"timestamp": "2025-04-06T04:23:45.585Z", "action": "click", "action_argument": "cart_side_bar"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black", "asin": "B0CHGT1KFJ", "price": "$279.99", "quantity": "1"}, {"title": "ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black", "asin": "B0DLWGG85P", "price": "$124.99", "quantity": "1"}, {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"}, {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}, {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}, {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"}, {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"} ], "product_details": [ { "asin": "B0DD2LKVMD" }, { "title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)" }, { "price": "$149.99" }, { "bullet_list": "Trident Z5 Royal Neo Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 Royal Neo, Model: F5-6000J2836G16GX2-TR5NS 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory Memory kits will boot at the SPD speed with default BIOS settings with compatible hardware. For memory kits with AMD EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used." }, { "bullet_list": " Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of EXPO or rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. Usage in any manner inconsistent with manufacturer specifications, warnings, designs, or recommendations will result lower speeds, system instability, or damage to the system or its components. " } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Style": "DDR5-6000 28-36-36-96 1.40V" }, { "Color": "Silver" }, { "Size": "32GB (2x16GB)" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-06T04:24:35.615Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "index": 1199, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|memory_start\|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:07:18.468Z\", \"action\": \"input\", \"action_argument\": \"electronic screw\"}\n{\"timestamp\": \"2025-04-05T05:07:18.560Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:08:07.413Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:09:56.770Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:12:43.436Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T05:14:09.532Z\", \"action\": \"click_product\", \"action_argument\": \"B09MR5HFPB\"}\n{\"timestamp\": \"2025-04-05T05:14:58.507Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:14:59.937Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:15:01.103Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T05:16:09.331Z\", \"action\": \"click_product\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:35.465Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:42.010Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:44.132Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:46.621Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T05:16:54.023Z\", \"action\": \"purchase\", \"action_argument\": \"B08SGM6F79\"}\n{\"timestamp\": \"2025-04-05T05:16:58.047Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:17:13.365Z\", \"action\": \"input\", \"action_argument\": \"anti static\"}\n{\"timestamp\": \"2025-04-05T05:18:26.288Z\", \"action\": \"click_product\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:18:36.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T05:18:40.079Z\", \"action\": \"purchase\", \"action_argument\": \"B01DP6RQYI\"}\n{\"timestamp\": \"2025-04-05T05:37:11.408Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T05:41:07.502Z\", \"action\": \"input\", \"action_argument\": \"tryx\"}\n{\"timestamp\": \"2025-04-05T05:41:07.613Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T05:48:33.144Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:03:48.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:06:42.461Z\", \"action\": \"purchase\", \"action_argument\": \"B0DLWGG85P\"}\n{\"timestamp\": \"2025-04-05T06:07:09.035Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:07:28.184Z\", \"action\": \"input\", \"action_argument\": \"lianli hydro\"}\n{\"timestamp\": \"2025-04-05T06:07:28.318Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T06:08:12.168Z\", \"action\": \"input\", \"action_argument\": \"lianli hydroshift 360\"}\n{\"timestamp\": \"2025-04-05T06:09:39.461Z\", \"action\": \"input\", \"action_argument\": \"rog 360\"}\n{\"timestamp\": \"2025-04-05T06:10:12.835Z\", \"action\": \"click_product\", \"action_argument\": \"B0BY3GTG48\"}\n{\"timestamp\": \"2025-04-05T06:10:18.089Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:11:01.297Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T06:11:18.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:11:46.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T06:13:23.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T06:30:59.168Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T06:31:05.803Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T06:32:18.493Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:23.053Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:25.693Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:28.265Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:29.780Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:35.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:37.438Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:42.981Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.151Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:44.900Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:49.388Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:32:57.613Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:00.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:01.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:03.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:07.806Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:09.179Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:10.446Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:11.901Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:13.213Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:16.940Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:18.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:20.886Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:25.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:26.698Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:27.681Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:40.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:33:48.697Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:00.501Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:01.469Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:02.557Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:06.295Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:13.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:15.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:18.404Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:19.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:20.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:22.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:24.256Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:26.084Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:27.337Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:29.339Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:31.544Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:37.327Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:38.250Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:39.314Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:51.600Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:34:53.865Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:02.955Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:04.207Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:08.137Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:09.593Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:19.916Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:22.898Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T06:35:24.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:23.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:25.492Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:35.467Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:37.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:54:38.293Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:03.215Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:06.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:10.356Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:11.278Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:13.558Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:14.465Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:15.269Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:16.633Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:18.561Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-05T15:55:29.793Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.510Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:32.967Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:33.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:34.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:37.392Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:47.015Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.135Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:48.680Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.294Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:49.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:57.679Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:55:59.505Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:18.687Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.265Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:19.918Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:23.779Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:56:24.612Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T15:57:32.385Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99J7T35\"}\n{\"timestamp\": \"2025-04-05T15:57:38.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T15:58:01.291Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T01:15:36.138Z\", \"action\": \"input\", \"action_argument\": \"4090\"}\n{\"timestamp\": \"2025-04-06T01:16:37.956Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYDY8KSC\"}\n{\"timestamp\": \"2025-04-06T01:16:54.724Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T01:17:08.141Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T01:17:12.941Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T04:19:06.755Z\", \"action\": \"input\", \"action_argument\": \"ssd\"}\n{\"timestamp\": \"2025-04-06T04:19:24.828Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:19:30.895Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:19:54.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-06T04:20:26.749Z\", \"action\": \"click_product\", \"action_argument\": \"B0DHLCRF91\"}\n<\|memory_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-06T04:21:21.627Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T04:21:24.530Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHGT1KFJ\"}\n{\"timestamp\": \"2025-04-06T04:23:45.585Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$279.99\", \"quantity\": \"1\"},\n {\"title\": \"ARCTIC Liquid Freezer III Pro 360 - AIO CPU Cooler, 3 x 120 mm Water Cooling, 38 mm Radiator, PWM Pump, VRM Fan, AMD AM5/AM4, Intel LGA1851/1700 Contact Frame - Black\", \"asin\": \"B0DLWGG85P\", \"price\": \"$124.99\", \"quantity\": \"1\"},\n {\"title\": \"ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair\", \"asin\": \"B01DP6RQYI\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n {\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"1\"},\n {\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n {\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n {\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DD2LKVMD\"\n},\n {\n \"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\"\n},\n {\n \"price\": \"$149.99\"\n},\n {\n \"bullet_list\": \"Trident Z5 Royal Neo Series, designed for AMD 600/800 series chipset with AMD Ryzen 7000/8000G/9000 series CPU Brand: G.Skill, Series: Trident Z5 Royal Neo, Model: F5-6000J2836G16GX2-TR5NS 32GB kit containing 2 x 16GB modules, DDR5-6000, 288-Pin, CAS Latency CL28 (28-36-36-96) at 1.40V (AMD EXPO) ECC: No, Dual Channel Kit, Recommended Use: High Performance or Gaming Memory Memory kits will boot at the SPD speed with default BIOS settings with compatible hardware. For memory kits with AMD EXPO, enable EXPO profile in BIOS to reach the rated potential EXPO overclock speed of the memory kit, subject to the use of compatible hardware. Reaching the rated EXPO overclock speed and system stability will depend on the compatibility and capability of the motherboard and CPU used.\"\n},\n {\n \"bullet_list\": \" Check G.Skill QVL or RAM Configurator on the G.Skill website for validated motherboards. Motherboards not listed may not be capable of EXPO or rated specifications. Do not mix memory kits. Memory kits are sold in matched kits that are designed to run together as a set. Mixing memory kits will result in stability issues or system failure. Usage in any manner inconsistent with manufacturer specifications, warnings, designs, or recommendations will result lower speeds, system instability, or damage to the system or its components. \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"DDR5-6000 28-36-36-96 1.40V\"\n},\n {\n \"Color\": \"Silver\"\n},\n {\n \"Size\": \"32GB (2x16GB)\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T04:24:35.615Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }

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